{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# OpenDataScience channel audience stats\n", "\n", "This notebook serves two main purposes:\n", "\n", "- Describes audience statistics of [Open Data Science](https://t.me/opendatascience) telegram channel.\n", "- Shows how Exploratory Data Analysis can be performed.\n", "\n", "We will try to present some common techniques to represent data, more over we will try to show how different types of plots or data manipulation can make a plot more interpretable.\n", "\n", "**Important**: This is the short and bried version of the main EDA notebook, which doesn't show in details how and what was done with data. Consider it as a dashboard. For learning something about code and exploratory analysis, check [more verbous version](research_eda.ipynb).\n", "\n", "This notebook is available at the [github](https://github.com/open-data-science/ods_channel_stats_eda) repo for corrections, addictions and edits. All pull requests are welcome.\n", "\n", "## Imports" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "source": [ "import sys\n", "from io import StringIO\n", "import datetime\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import plotly.express as px\n", "import plotly.graph_objects as go\n", "from plotly.subplots import make_subplots\n", "from wordcloud import WordCloud\n", "from collections import Counter\n", "\n", "%matplotlib inline\n", "plt.style.use('seaborn')\n", "from eda_utils import Eda\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 01. Data preparation and general information" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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TimestampCountryTimezoneEducationWorkExperienceAgeSat_updateSat_materialInterestsHow_foundRecommendWhyIf you want to reach for the editors and to write something, please use the field below:
02020-01-29 13:30:57-03:00UkraineGMT+3UndergradStudent + part time remote jobMiddle18-24Yes, it's about perfectIt's all ok#CV #DL #imageprocessing #videolearning;#RL #D...Forward from a friend5All stuff is absolutely brilliant! Thank you f...NaN
12020-01-29 13:31:19-03:00RussiaGMT+3GraduateEmployedMiddle31-42Nope, less frequent posting will be all right ...It's all ok#RL #DL;#NLP #NLU #conversational #dialoguesys...It's been so long time ago, I can't remember (...4it's okpost some jobs with salary ranges, especially ...
22020-01-29 13:32:48-03:00UkraineGMT+2PhDUnemployedNovice (Studying courses, active learning)25-30Yes, it's about perfectNeed more specific and complicated materials#WhereToStart #EntryLevel #Novice #MOOC #Learn...Telegram channel search3NaNNaN
32020-01-29 13:33:27-03:00ItalyGMT+1No degree at all, still learning / self-taughtStudentNovice (Studying courses, active learning)18-24Yes, it's about perfectIt's all ok#CV #DL #imageprocessing #videolearning;#RL #D...Forward from a friend5Mainly due to material sharedNaN
42020-01-29 13:33:49-03:00UkraineGMT+2GraduateEmployedMiddle18-24Yes, it's about perfectIt's all ok#RL #DL;#NLP #NLU #conversational #dialoguesys...It's been so long time ago, I can't remember (...2It's not super useful actually. Good enough to...NaN
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" ], "text/plain": [ " Timestamp Country Timezone \\\n", "0 2020-01-29 13:30:57-03:00 Ukraine GMT+3 \n", "1 2020-01-29 13:31:19-03:00 Russia GMT+3 \n", "2 2020-01-29 13:32:48-03:00 Ukraine GMT+2 \n", "3 2020-01-29 13:33:27-03:00 Italy GMT+1 \n", "4 2020-01-29 13:33:49-03:00 Ukraine GMT+2 \n", "\n", " Education \\\n", "0 Undergrad \n", "1 Graduate \n", "2 PhD \n", "3 No degree at all, still learning / self-taught \n", "4 Graduate \n", "\n", " Work Experience \\\n", "0 Student + part time remote job Middle \n", "1 Employed Middle \n", "2 Unemployed Novice (Studying courses, active learning) \n", "3 Student Novice (Studying courses, active learning) \n", "4 Employed Middle \n", "\n", " Age Sat_update \\\n", "0 18-24 Yes, it's about perfect \n", "1 31-42 Nope, less frequent posting will be all right ... \n", "2 25-30 Yes, it's about perfect \n", "3 18-24 Yes, it's about perfect \n", "4 18-24 Yes, it's about perfect \n", "\n", " Sat_material \\\n", "0 It's all ok \n", "1 It's all ok \n", "2 Need more specific and complicated materials \n", "3 It's all ok \n", "4 It's all ok \n", "\n", " Interests \\\n", "0 #CV #DL #imageprocessing #videolearning;#RL #D... \n", "1 #RL #DL;#NLP #NLU #conversational #dialoguesys... \n", "2 #WhereToStart #EntryLevel #Novice #MOOC #Learn... \n", "3 #CV #DL #imageprocessing #videolearning;#RL #D... \n", "4 #RL #DL;#NLP #NLU #conversational #dialoguesys... \n", "\n", " How_found Recommend \\\n", "0 Forward from a friend 5 \n", "1 It's been so long time ago, I can't remember (... 4 \n", "2 Telegram channel search 3 \n", "3 Forward from a friend 5 \n", "4 It's been so long time ago, I can't remember (... 2 \n", "\n", " Why \\\n", "0 All stuff is absolutely brilliant! Thank you f... \n", "1 it's ok \n", "2 NaN \n", "3 Mainly due to material shared \n", "4 It's not super useful actually. Good enough to... \n", "\n", " If you want to reach for the editors and to write something, please use the field below: \n", "0 NaN \n", "1 post some jobs with salary ranges, especially ... \n", "2 NaN \n", "3 NaN \n", "4 NaN " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "eda = Eda()\n", "eda.df.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "customdata": [ [ 143 ], [ 202 ], [ 214 ], [ 216 ], [ 220 ], [ 342 ], [ 361 ], [ 374 ], [ 382 ], [ 474 ], [ 522 ], [ 542 ], [ 557 ] ], "hoverlabel": { "namelength": 0 }, "hovertemplate": "Date=%{x}
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eda.plot_feature_count('Work', 'Work status of the audience')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most of people either work in companies or study to become data scientists." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# 03 Countries and Work Status together" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "box": { "visible": false }, "customdata": [ [ 1580315457000000000, "Ukraine", "GMT+3", "Undergrad", "Remote Worker student", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "All stuff is absolutely brilliant! Thank you for your work and creativity! =)", null ], [ 1580315479000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "31-42", "Nope, less frequent posting will be all right by me", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "it's ok", "post some jobs with salary ranges, especially remote ones" ], [ 1580315568000000000, "Ukraine", "GMT+2", "PhD", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 3, null, null ], [ 1580315607000000000, "Italy", "GMT+1", "No degree at all, still learning / self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Mainly due to material shared", null ], [ 1580315629000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;RecSys, Network analysis", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 2, "It's not super useful actually. Good enough to stay informed about the industry and research", null ], [ 1580315652000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 5, "It's useful", null ], [ 1580315767000000000, "India", "GMT+5", "Undergrad", "Self-employed", "Middle", "18-24", "Nope, need more information", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Organised Content", "None" ], [ 1580315827000000000, "Russia", "GMT+7", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "DS manager (Manage DS team or product)", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#DataProducts #DSManagement", "Found online in some list (specify which);some habr topN", 4, "become better cv engineer and keep myself relevant with sota approaches", null ], [ 1580315905000000000, "Russia", "GMT+5", "No degree at all, still learning / self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "variety and complexity of material", null ], [ 1580316000000000000, "Ukraine", "GMT+1", "Graduate", "Student", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL", "Forward from a friend", 5, "Quality of papers/news posted in the channel.", null ], [ 1580316015000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;Papers, papers, papers! (as you already do)", "Forward to other channel (specify which);Telegram channel search", 5, "I find ALL your posts relevant to the field, with specific material and up-to-tomorrow information", "Thank you very much. Keep going: I'm following!" ], [ 1580316195000000000, "Russia", "GMT-4", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Digest", null ], [ 1580316350000000000, "Russia", "GMT+3", "Undergrad", "Worker student", "Middle", "18-24", "Nope, less frequent posting will be all right by me", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward to other channel (specify which)", 3, "I rarely recommend channels", null ], [ 1580316406000000000, "India", "GMT-5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Freelencer", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 4, "Research", "I'm working on AI product and it has increased passion in me and want to do more research on AI" ], [ 1580316530000000000, "Russia", "GMT+3", "Graduate", "Employed remotely", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Found online in some list (specify which)", 4, "Too complex", null ], [ 1580317337000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Very useful, but sometimes communication is toxic", null ], [ 1580317657000000000, "Russia", "GMT+3", "PhD", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "a lot of rl and nlp stuff, but i more interested in cv and efficiency", null ], [ 1580318966000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Great follow up with the latest development in the field", null ], [ 1580319194000000000, "Russia", "GMT+5", "No degree at all, still learning / self-taught", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning", "Don't remember", 5, "It's not tiring and it's usefull", "I'm Student (bachelor) + Employed (full time) and there is no such an option. So please add this if it's not too late" ], [ 1580319592000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Unemployed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#CV #DL #imageprocessing #videolearning;#RL #DL;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1580320228000000000, "Italy", "GMT+1", "Post-Doc", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward to other channel (specify which);Telegram channel search", 5, null, null ], [ 1580320252000000000, "Russia", "GMT+3", "PhD", "Employed", "Senior", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 5, null, null ], [ 1580320289000000000, "Russia", "GMT+3", "Graduate", "Employed", "Senior", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Forward from a friend", 4, "materials are quite good but there are more useful channels out there", null ], [ 1580320306000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1580320310000000000, "Italy", "GMT+1", "Graduate", "Worker student", "Middle", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward to other channel (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, "Subject", "Please provide materials" ], [ 1580320333000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which)", 4, "Improvement of DS skills and knowledge ", null ], [ 1580320339000000000, "Russia", "GMT+3", "Graduate", "Employed", "Non-DS manager", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Good material in channel ", null ], [ 1580320385000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "The up to date content you guys try to post.", "Kudos! Keep up the good work!" ], [ 1580320387000000000, "Russia", "GMT-7", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Forward to the group (specify which);Ods slack", 4, null, null ], [ 1580320423000000000, "Russia", "GMT+3", "Graduate", "Employed remotely", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 5, "Telegram is the my main channel of communication and educational newsfeed, as well, I think that's why.", null ], [ 1580320430000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which);Telegram channel search", 3, "content", null ], [ 1580320450000000000, "India", "GMT+5", "Post-Doc", "Employed", "Middle", "31-42", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 3, "To know more", null ], [ 1580320456000000000, "Spain", "GMT+1", "Graduate", "Employed remotely", "Middle", "42+", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "I find it a useful source of information", "Thanks for the good work, keep going!!!" ], [ 1580320474000000000, "Italy", "GMT+1", "Graduate", "Self-employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "I think it's useful to monitor what is new and is useful", null ], [ 1580320498000000000, "India", "GMT-5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580320512000000000, "Ukraine", "GMT+2", "No degree at all, still learning / self-taught", "Worker student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Enjoying the content level", null ], [ 1580320538000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 5, "Really nice posts that help being updated with SOTA", null ], [ 1580320546000000000, "Russia", "GMT-3", "Graduate", "Employed", "Middle", "25-30", "Nope, need more information", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "New knowledge ", null ], [ 1580320572000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Content", null ], [ 1580320577000000000, "Ukraine", "GMT+3", "Graduate", "Unemployed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which);Telegram channel search", 4, "I like this channel, but there is not much info for me", null ], [ 1580320600000000000, "Russia", "GMT+3", "Graduate", "Remote Worker student", "Middle", "25-30", "Nope, need more information", "It's all ok", "ASR", "Found online in some list (specify which)", 5, "8", null ], [ 1580320611000000000, "India", "GMT-5", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 3, "It has mostly research oriented approach, I read the papers but not much useful for novices like me.", null ], [ 1580320617000000000, "India", "GMT+5", "Undergrad", "Worker student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Its good for DS Beginners", null ], [ 1580320627000000000, "Russia", "GMT-3", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#RL #DL;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Interesting articles devoted to examples from research practice ❤️", null ], [ 1580320665000000000, "Italy", "GMT+1", "Graduate", "Student", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 3, "colleague have many channels", null ], [ 1580320668000000000, "Russia", "GMT+3", "PhD", "Employed", "Middle", "42+", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "A lot of useful stuff", "Just doo what you do" ], [ 1580320703000000000, "India", "GMT-5", "Graduate", "Employed", "Middle", "25-30", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 4, "Relevant posts/links", null ], [ 1580320721000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;And maybe some new, biology inspired models", "Telegram channel search", 5, "I am interested in this industry and it is a good news source", null ], [ 1580320801000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "dont remember", 4, "content", null ], [ 1580320875000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580320887000000000, "India", "GMT-8", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1580321000000000000, "Spain", "GMT", "PhD", "Employed", "Senior", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Found online in some list (specify which)", 4, "I consider a good source of updated filtered information", "Thanks for the initiative. Please be conscious about the tags used since the channel is frequently used for searchs related to certain topics." ], [ 1580321018000000000, "Russia", "GMT+5", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580321277000000000, "Russia", "GMT+3", "PhD", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "I recommended the channel to my friend and he liked it", "It would be great to see some speech processing related posts sometimes" ], [ 1580321294000000000, "India", "GMT-5", "Undergrad", "Student", "Middle", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "Content", null ], [ 1580321298000000000, "Russia", "GMT+3", "PhD", "Worker student", "Senior", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, "When posting new stuff, link to old posts in the channel, provide more references." ], [ 1580321311000000000, "Russia", "GMT+4", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed remotely", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Good quality of articles", null ], [ 1580321451000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "DS manager (Manage DS team or product)", "31-42", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "Interesting and useful posts", null ], [ 1580321549000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, null, null ], [ 1580321550000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research", "Forward from a friend", 5, "I like it", null ], [ 1580321600000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "data", null ], [ 1580321894000000000, "Russia", "GMT+5", "PhD", "Employed", "Middle", "25-30", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, null, null ], [ 1580321977000000000, "Spain", "GMT+1", "PhD", "Student", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "like the content", null ], [ 1580322231000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580322239000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 4, null, null ], [ 1580322554000000000, "India", "GMT-5", "Undergrad", "Unemployed", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 5, "Information", "Keep DOING plz" ], [ 1580322554000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;It would be good to start a fellow channel with memes apart from main channel", "Found online in some list (specify which)", 4, "websearh", null ], [ 1580322560000000000, "Ukraine", "GMT+2", "Graduate", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 5, null, null ], [ 1580322583000000000, "Russia", "GMT+10", "No degree at all, still learning / self-taught", "Self-employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research", "Telegram channel search", 5, "There are few useful DS channels. Your's is the one of them.", null ], [ 1580322735000000000, "India", "GMT+5", "Undergrad", "Unemployed", "Middle", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Found online in some list (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Frequent updates", "I am quite new to this group. " ], [ 1580322817000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "25-30", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Material", null ], [ 1580323359000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 4, "?", null ], [ 1580323391000000000, "Ukraine", "GMT+2", "Undergrad", "Remote Worker student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which);One of the interviews on YouTube", 4, "I have many friends who are interested in this area.", null ], [ 1580323684000000000, "India", "GMT", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Nope, need more information", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 3, "Members of this group should also present Job posting related to data science", null ], [ 1580323783000000000, "Italy", "GMT+1", "Undergrad", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Nice papers and post about DS", null ], [ 1580324034000000000, "Russia", "GMT+3", "PhD", "Employed", "DS manager (Manage DS team or product)", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Useful overview of the latest ML news", null ], [ 1580324288000000000, "Russia", "GMT+3", "Undergrad", "Worker student", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward to other channel (specify which)", 4, null, null ], [ 1580325246000000000, "Russia", "GMT-3", "Undergrad", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 3, null, null ], [ 1580325756000000000, "Russia", "GMT-5", "No degree at all, still learning / self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580326368000000000, "Ukraine", "GMT+2", "Graduate", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#DSWithoutFormulas #Common #UnderstandableDS", "Found online in some list (specify which);github.com/goq/telegram-list", 4, "Channel is good but I have no friends.", "Your announces about meetings in another countries are quite boring." ], [ 1580326684000000000, "Ukraine", "GMT+3", "Graduate", "Employed", "Senior", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "All are great", null ], [ 1580326857000000000, "Russia", "GMT+3", "Undergrad", "Worker student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 3, "Some topics are too complex.", null ], [ 1580327267000000000, "Ukraine", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed remotely", "Novice (Studying courses, active learning)", "31-42", "Nope, need more information", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 5, "This field should not be required", null ], [ 1580327293000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Love our community", null ], [ 1580327740000000000, "Spain", "GMT+2", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;Time series", "Telegram channel search", 5, "Relevant posts about tools and techniques", null ], [ 1580328970000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "advice from tutor", 5, "Actual information", "Please help me to enter in the Data Analysing crew ))" ], [ 1580329011000000000, "India", "GMT+2", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, null, null ], [ 1580329620000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "31-42", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Great content", null ], [ 1580329821000000000, "Spain", "GMT", "PhD", "Worker student", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "There are nice posts with helpful information", null ], [ 1580330112000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "Nice materials", null ], [ 1580330565000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement", "Forward to the group (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Interesting articles", null ], [ 1580330710000000000, "Italy", "GMT+1", "Graduate", "Employed", "Senior", "31-42", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "Channel keep for me an open mindset", "Go on!" ], [ 1580330739000000000, "India", "GMT+5", "Undergrad", "Student", "Middle", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL", "Telegram channel search", 4, "🤔🤔🤔", null ], [ 1580330808000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Solid, interesting content and the ease of learning about new stuff in ml field", "keep up the great work)" ], [ 1580330851000000000, "Russia", "GMT+3", "Graduate", "Employed remotely", "Senior", "31-42", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Don't remember your channel))", null ], [ 1580331650000000000, "Russia", "GMT+3", "Graduate", "Employed remotely", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1580332329000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#RL #DL;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "I follow several telegram channels about DS/ML/AI, and here I usually find good posts.", null ], [ 1580335389000000000, "Russia", "GMT+3", "Graduate", "Student", "Middle", "18-24", "Nope, less frequent posting will be all right by me", "Need more beginners' stuff", "#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Frequency of posting, usefull not one-time material", null ], [ 1580336686000000000, "Russia", "GMT+3", "Graduate", "Employed", "Senior", "25-30", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, "complexity, still no truly understand for this channel for", null ], [ 1580338602000000000, "Russia", "GMT-3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 3, "I'm new here", null ], [ 1580338863000000000, "Russia", "GMT-3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Idk, good to be part of the community in this way as well", null ], [ 1580344119000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "31-42", "Nope, need more information", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "Not all of my friends nkow English well", null ], [ 1580344263000000000, "Italy", "GMT+1", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL", "Telegram channel search", 5, "Good contents", null ], [ 1580345072000000000, "Russia", "GMT+3", "Graduate", "Employed", "Senior", "31-42", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "I never recommend tg channels, so it's pretty random", null ], [ 1580345306000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Nope, less frequent posting will be all right by me", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 3, "-", null ], [ 1580349935000000000, "India", "GMT+5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 3, "I will prefer this channel to my friends if it will gonna help them, I have been connected with this channel since few weeks but still didn't get anything. So, how can I prefer this to someone.", "Please provide data for beginners also and more frequently " ], [ 1580351277000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Forward from a friend", 4, "Informative", null ], [ 1580369725000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Telegram channel search", 4, "Nothing", null ], [ 1580398669000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "Need more beginners' stuff", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "More information ", "Please show the current market trend what to do , and how to gain practical knowledge " ], [ 1580401126000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed remotely", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "nice channel, grats", null ], [ 1580401155000000000, "Russia", "GMT+3", "Undergrad", "Employed remotely", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "It's soo good", null ], [ 1580401194000000000, "Ukraine", "GMT+2", "Graduate", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward to other channel (specify which)", 4, null, null ], [ 1580401352000000000, "India", "GMT-5", "Undergrad", "Employed", "Middle", "18-24", "Nope, need more information", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Telegram channel search", 4, "Its all good with updated info about data science which is required for this continuously changing field", null ], [ 1580401511000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "good channel", null ], [ 1580401701000000000, "Russia", "GMT+3", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Forward from a friend", 4, "-", null ], [ 1580401779000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "Good information", null ], [ 1580401792000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "It's all ok", "#Academia #Meta #Research;#DataProducts #DSManagement", "Forward from a friend", 5, "Content.", "Можете, могЁте!" ], [ 1580401817000000000, "Spain", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "Found online in some list (specify which)", 4, "I like the content", null ], [ 1580401938000000000, "Spain", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "The most common way to get info is by pulling it, so not everbody works fine with this kind of info \"push\" channels. Even that, I consider you give interesting content.", null ], [ 1580402015000000000, "Ukraine", "GMT+2", "No degree at all, still learning / self-taught", "Worker student", "Middle", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "It would be nice to have more novice material since one can`t be expert in a variety of domains e.g. as a computer vision engineer and predictive analytics expert I have to ignore complex post about NLP but definitely would like to read some begginers materials ", null ], [ 1580402027000000000, "Russia", "GMT+3", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "Idk\n", null ], [ 1580402066000000000, "India", "GMT-5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 5, "Love DS", null ], [ 1580402306000000000, "India", "GMT+5", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend;It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Content", null ], [ 1580402307000000000, "India", "GMT-5", "No degree at all, still learning / self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Found online in some list (specify which)", 5, "I am loving my time till now", "I'm trying to get into Data science, I want an advice, whether or not I pursue an MS in Data science, or do I self learn and take up a job" ], [ 1580402656000000000, "Russia", "GMT+4", "PhD", "Employed", "Senior", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580403308000000000, "Russia", "GMT-3", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which);McKinsey channels", 5, "I like the content", "More content for beginners please.\nHow to start if you want to developers in that sphere." ], [ 1580403443000000000, "Spain", "GMT+1", "PhD", "Student", "Middle", "25-30", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "Forward from a friend", 4, "There's some interesting material, but there could be more", null ], [ 1580403858000000000, "India", "GMT+5", "Undergrad", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 5, "Quality of information", null ], [ 1580404057000000000, "India", "GMT+5", "Undergrad", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 5, "I found relevant content at one place ", null ], [ 1580405125000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "It contains a lot of relevant information which can be helpful for my DS colleagues", null ], [ 1580405251000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "I get to know about new articles from this channel", null ], [ 1580405298000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Telegram channel search", 5, "High level of relevant and intersing news about DS and ML world.", null ], [ 1580405606000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "The channel is not spammed and is free from trolls", "Thank you for the informative posts and polls" ], [ 1580405609000000000, "India", "GMT-5", "Graduate", "Unemployed", "Middle", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#DataProducts #DSManagement", "Telegram channel search", 4, "Good content", null ], [ 1580406423000000000, "Russia", "GMT+3", "Graduate", "Self-employed", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Awesome materials", null ], [ 1580409459000000000, "Russia", "GMT+3", "Graduate", "Self-employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Interesting cases and examples, but would be great if you can post more practical researches ", "Good luck! " ], [ 1580409715000000000, "Russia", "GMT+3", "PhD", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "It provides easy way to stay updated in the field -- you can explore in details topic you like or need and stay informed about others", null ], [ 1580410433000000000, "India", "GMT+5", "Undergrad", "Student", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "Telegram channel search", 5, "I like the standards of the posts", null ], [ 1580410763000000000, "India", "GMT+5", "Undergrad", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#DSWithoutFormulas #Common #UnderstandableDS", "Forward from a friend", 4, "Quality content", null ], [ 1580413937000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "I gave 4 instead of 5 because I don't read the channel really often, so I'm still not able to say something like: \"hey man, this channel is awesome, have a look!\"", null ], [ 1580416644000000000, "India", "GMT+5", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 5, "You guys make sure I am updated with current progress.", "Hey guys,first of all,you are 💕. I would like to integrate post with the arxiv vanity page.So the papers can be viewed directly as a webpage by the Instant view feature of telegram." ], [ 1580422442000000000, "Russia", "GMT-3", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "It's all ok", "#RL #DL;Causal inference, uplift models, model explanation, causality", "Forward from a friend", 5, "Not much alternatives", "Good job guys" ], [ 1580425420000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed remotely", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "It's all ok", "#RL #DL", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Because", null ], [ 1580428434000000000, "Russia", "GMT+3", "No degree at all, still learning / self-taught", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1580429583000000000, "Spain", "GMT+1", "Graduate", "Worker student", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Forward from a friend", 4, "I learn a lot of the latest dl papers from you guys :)", null ], [ 1580438588000000000, "Russia", "GMT+1", "Undergrad", "Worker student", "Middle", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Found online in some list (specify which)", 5, "Frequency of new publication", null ], [ 1580472904000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 5, "Quality of the content", "You're doing great job! " ], [ 1580473667000000000, "Spain", "GMT+9", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Forward from a friend", 4, "Good resource to discover content.", null ], [ 1580475743000000000, "India", "GMT-12", "Undergrad", "Unemployed", "Middle", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "Data you collected", null ], [ 1580477067000000000, "Russia", "GMT+3", "PhD", "Self-employed", "DS manager (Manage DS team or product)", "42+", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;FOSS DS & ML codes; Rule-based & ML convergence; nonlinear systems identification & ML", "Telegram channel search", 4, "Almost perfect match to my research", "Please extend the info collecting scope beyond popular USA journals and blogs towards more original research from other scientific communities" ], [ 1580479878000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#RL #DL;#Academia #Meta #Research", "Forward from a friend", 3, "Messages about breakfasts", null ], [ 1580484304000000000, "Russia", "GMT+3", "Undergrad", "Employed remotely", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "It's soo good", null ], [ 1580486173000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 4, null, null ], [ 1580494338000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "A lot of very intresting materials although sometimes it too complicated ", null ], [ 1580512302000000000, "India", "GMT-5", "Graduate", "Student", "Middle", "18-24", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Telegram channel search", 4, "More varied topics should be discussed recent posts are of bert nd transformer based", null ], [ 1580512992000000000, "Ukraine", "GMT+2", "Graduate", "Worker student", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, ".", null ], [ 1580594300000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#Academia #Meta #Research;#DataProducts #DSManagement;DS-based Software Development, DS-Based Best_practices, DS-Test Driven Development, DS in production", "Found online in some list (specify which)", 4, "There can be found interesting topics to increase DS knowledge, but I'd also value covering data-based development for production skills training and best practices spreading topics", "Thanks for your awesome work!! DS rocks!" ], [ 1580656036000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Senior", "31-42", "Nope, need more information", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, null, null ], [ 1580675471000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Unemployed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, null, null ], [ 1580744282000000000, "Spain", "GMT+1", "Graduate", "Employed remotely", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Forward from a friend", 5, "I love the channel", null ], [ 1580744304000000000, "Russia", "GMT+3", "Undergrad", "Student", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580744308000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 5, "Great source of relevant information to keep one updated.", null ], [ 1580744341000000000, "India", "GMT-5", "Graduate", "Employed", "Senior", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1580744360000000000, "India", "GMT+5", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Nice ", "S" ], [ 1580744369000000000, "Russia", "GMT+3", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "❤️", null ], [ 1580744431000000000, "Ukraine", "GMT+2", "Undergrad", "Worker student", "Middle", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "It contains useful information", null ], [ 1580744505000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Found online in some list (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "The channel is well structured and contains a lot of useful information", null ], [ 1580744573000000000, "Spain", "GMT", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "I like it, but i can't understand everything", null ], [ 1580744623000000000, "India", "GMT+5", "Undergrad", "Remote Worker student", "Middle", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Forward from a friend;It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "For the happiness data science brings in one's life.", null ], [ 1580744686000000000, "Russia", "GMT+3", "Undergrad", "Remote Worker student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 4, "If he's interested in DS and asks for smth to read then I'll recommend it", null ], [ 1580744698000000000, "Italy", "GMT+2", "Graduate", "Student", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "because it's very usefull! ", null ], [ 1580744700000000000, "Ukraine", "GMT+2", "PhD", "Freelencer", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Content and frequency", null ], [ 1580745168000000000, "Ukraine", "GMT+2", "PhD", "Employed", "Non-DS manager", "31-42", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 5, "Well gathered news ", null ], [ 1580745187000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Unemployed", "Novice (Studying courses, active learning)", "31-42", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 3, "More posting required in this channel", null ], [ 1580745329000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, ".", null ], [ 1580745884000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, "What score", null ], [ 1580746183000000000, "Russia", "GMT+3", "Undergrad", "Student", "Middle", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Forward from a friend;It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "❤️ ", null ], [ 1580746430000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Content is very concise and very informative.", null ], [ 1580747564000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Instagram", 5, null, null ], [ 1580747633000000000, "Russia", "GMT-3", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "quality of posts", null ], [ 1580747717000000000, "Russia", "GMT+7", "Graduate", "Employed remotely", "Middle", "31-42", "Nope, less frequent posting will be all right by me", "Need more beginners' stuff", "#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 3, "you asked to vote for diversity", null ], [ 1580747831000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Interesting materials", null ], [ 1580747866000000000, "Russia", "GMT+5", "PhD", "Employed remotely", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580747908000000000, "Spain", "GMT+1", "Undergrad", "Worker student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Interesting material", null ], [ 1580747929000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "Very nice content", null ], [ 1580747954000000000, "Ukraine", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 4, "No bullshit, just info", null ], [ 1580747957000000000, "Russia", "GMT+3", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning", "Forward to other channel (specify which)", 3, "i'm lazy", null ], [ 1580747980000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "Depends how much they are interested in DS", null ], [ 1580748031000000000, "Russia", "GMT+3", "Graduate", "Worker student", "Novice (Studying courses, active learning)", "18-24", "Nope, less frequent posting will be all right by me", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 3, "oof", null ], [ 1580748037000000000, "Russia", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "It’s a great channel (content) and community", "💪🏻👍🏻" ], [ 1580748085000000000, "Russia", "GMT-3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, less frequent posting will be all right by me", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Forward from a friend", 3, null, null ], [ 1580748146000000000, "Russia", "GMT+3", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "interesting articles", null ], [ 1580748154000000000, "Spain", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 5, "Interesing topics", null ], [ 1580748176000000000, "Russia", "GMT-8", "Undergrad", "Student", "Middle", "18-", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Forward to the group (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Ок", null ], [ 1580748301000000000, "Italy", "GMT+1", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;Big data and data science in ordinary life", "Blog", 4, "Personal growth", null ], [ 1580748311000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "DS manager (Manage DS team or product)", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;Theory of ML, Bayesian ML and Statistics", "Forward from a friend", 5, "Content", null ], [ 1580748848000000000, "India", "GMT-5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 3, "I need entry levey subject", "Pls....tell us about Data Science with r.....n how projects r made n done." ], [ 1580748915000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 3, "Not much time to look up all previous messages. ", null ], [ 1580749182000000000, "Russia", "GMT+3", "No degree at all, still learning / self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, less frequent posting will be all right by me", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "I like channel, but i read articles rarely", "Hello" ], [ 1580749244000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "It's cool)", null ], [ 1580749362000000000, "Ukraine", "GMT+2", "Graduate", "Employed remotely", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Forward from a friend", 4, "Good Quality, High Complexity", null ], [ 1580749396000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#Academia #Meta #Research", "Forward from a friend", 4, "News monitoring", null ], [ 1580749670000000000, "India", "GMT+5", "Graduate", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#Academia #Meta #Research", "Forward from a friend", 2, "As a noob, i can't understand these algorithms", null ], [ 1580750618000000000, "Russia", "GMT+3", "Graduate", "Worker student", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "You are awesome!", null ], [ 1580750714000000000, "India", "GMT+5", "Graduate", "Freelencer", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 3, null, null ], [ 1580750747000000000, "Russia", "GMT+3", "Graduate", "Employed remotely", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580750877000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 4, null, "Useful content, but a little bit complicated for me" ], [ 1580750905000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "Nice and updated", null ], [ 1580751073000000000, "India", "GMT+5", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Forward to the group (specify which);Forward from a friend", 5, "Easy", null ], [ 1580751442000000000, "India", "GMT-5", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 3, "Main reason is I am a beginner", "Main reason is It hasn't have beginner stuff and did understood what ever you posted related to data science. But I am super excited to learn all those posted information. I don't know where to start.\nI am a beginner.\nI am excepting some basic stuff and paths ." ], [ 1580751563000000000, "India", "GMT+12", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "For learning purpose", null ], [ 1580752085000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Value of information", null ], [ 1580752395000000000, "India", "GMT-5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "Required more material on chatbot", "Want to work in some project if possible " ], [ 1580752433000000000, "Russia", "GMT+3", "Graduate", "Employed remotely", "Senior", "25-30", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 4, "idk", null ], [ 1580752648000000000, "Russia", "GMT+10", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Well, you're cool", null ], [ 1580752789000000000, "India", "GMT+5", "Post-Doc", "Employed", "DS manager (Manage DS team or product)", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "Nice", null ], [ 1580753190000000000, "India", "GMT-5", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 4, "I think its useful", null ], [ 1580753998000000000, "Russia", "GMT+3", "No degree at all, still learning / self-taught", "Worker student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Forward to the group (specify which)", 4, null, null ], [ 1580755292000000000, "Russia", "GMT+3", "Undergrad", "Worker student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL", "Forward from a friend", 4, null, null ], [ 1580755527000000000, "Russia", "GMT-4", "Graduate", "Employed", "Middle", "25-30", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, ".", null ], [ 1580755832000000000, "Ukraine", "GMT+2", "PhD", "Employed", "Non-DS manager", "31-42", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 5, "Well gathered news ", null ], [ 1580757211000000000, "Russia", "GMT+3", "Graduate", "Self-employed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580757619000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "content", null ], [ 1580758385000000000, "Italy", "GMT+1", "Undergrad", "Worker student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "It might not interest them as it is more technical.", "It would be nice to create multiple channels for learning (begginer or advanced), general discussion. It would be very nice to gather learners remotely and do projects together or do online lessons." ], [ 1580758410000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 4, "Informative", null ], [ 1580760576000000000, "Russia", "GMT+3", "Graduate", "Remote Worker student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 4, null, null ], [ 1580761921000000000, "India", "GMT+6", "Graduate", "Worker student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, "😍😍😍", null ], [ 1580762008000000000, "India", "GMT+6", "Graduate", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, "👍", null ], [ 1580762924000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Linkedin", 4, "Found lot of helpful information about Ds,Ml", null ], [ 1580763190000000000, "Ukraine", "GMT+2", "Graduate", "Unemployed", "Middle", "31-42", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Forward from a friend", 5, "Info relevance", null ], [ 1580769663000000000, "India", "GMT", "PhD", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Forward to the group (specify which);Forward to other channel (specify which)", 5, "It has Good amount of resources. ", null ], [ 1580771309000000000, "India", "GMT+5", "PhD", "Employed", "Non-DS manager", "31-42", "Nope, less frequent posting will be all right by me", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 3, "Have not found it useful yet", null ], [ 1580776342000000000, "Spain", "GMT+1", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "It's really good", null ], [ 1580779776000000000, "India", "GMT+5", "Undergrad", "Unemployed", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "Because i can find people of similar interest", null ], [ 1580804775000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Due unique and and various types of articles that can be found at a single place", "Hi, I'm a beginner from India and currently working as a software engineer. I'm a self taught until now and would like to get mentors to guide and improve myselves.\n" ], [ 1580808703000000000, "India", "GMT+6", "Graduate", "Worker student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "👌", null ], [ 1580809611000000000, "India", "GMT+5", "Graduate", "Freelencer", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Telegram channel search", 4, null, null ], [ 1580816501000000000, "Spain", "GMT-1", "PhD", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "Quality of content", null ], [ 1580825739000000000, "Russia", "GMT+3", "Graduate", "Self-employed", "Senior", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Good article summaries, but I tired of NLP news...", null ], [ 1580828203000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "DS manager (Manage DS team or product)", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, null, null ], [ 1580830266000000000, "Russia", "GMT+11", "No degree at all, still learning / self-taught", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1580831902000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#DataProducts #DSManagement", "Found online in some list (specify which)", 4, "IMHO, this channel focuses mostly on professionals, so being a novice I feel discouraged to dive into the materials before studying enough.", null ], [ 1580870658000000000, "Italy", "GMT+1", "Graduate", "Employed", "DS manager (Manage DS team or product)", "42+", "Yes, it's about perfect", "It's all ok", "#Academia #Meta #Research", "Telegram channel search", 4, "Good articles", null ], [ 1580871998000000000, "Russia", "GMT+3", "No degree at all, still learning / self-taught", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "Content is the driver", null ], [ 1580872286000000000, "Ukraine", "GMT+2", "PhD", "Employed", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "-", null ], [ 1580874234000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "31-42", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Cool ML stuff!", null ], [ 1580874941000000000, "India", "GMT+5", "Graduate", "Worker student", "Middle", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "It is informative, but not structured properly", "Maybe keep a pin for various topics" ], [ 1580877815000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "Good contents", "Thanks!" ], [ 1580892148000000000, "India", "GMT+7", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward to the group (specify which);Forward to other channel (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "New information", null ], [ 1580896211000000000, "India", "GMT+5", "Graduate", "Unemployed", "Middle", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Valuable", null ], [ 1580904587000000000, "Russia", "GMT+3", "PhD", "Employed", "Senior", "31-42", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, null, null ], [ 1580927997000000000, "Russia", "GMT+7", "No degree at all, still learning / self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward to other channel (specify which)", 5, null, null ], [ 1580943513000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1580972971000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Freelencer", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which);First via Instagram then join telegram", 4, "I just joined.", "Yup about Reinforcement analysis,image analysis, how to get live projects" ], [ 1580985072000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 3, "Need a discussion platform , where we can discuss about details and all.", null ], [ 1581017719000000000, "India", "GMT+5", "Post-Doc", "Student", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "Forward to the group (specify which)", 5, "I love it", "Sir, I would like to understand what you post not just read about it.\n\nAlso, It would be great to get an opportunity to be mentored on certain questions by industry experts like you." ], [ 1581025181000000000, "India", "GMT+10", "Graduate", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 4, "Data science ", null ], [ 1581033503000000000, "India", "GMT+5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, ".", null ], [ 1581090901000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "It's good for advance learning", null ], [ 1581112018000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, "All my friends are just read only beginners, but channel might not be the best for noobs.", "You're doing great, keep it up :D " ], [ 1581112076000000000, "India", "GMT", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Forward to the group (specify which)", 5, "Contain", null ], [ 1581112077000000000, "Russia", "GMT-3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "There are lots of different stuff from many fields.", null ], [ 1581112115000000000, "Ukraine", "GMT+2", "PhD", "Employed", "Senior", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1581112131000000000, "Italy", "GMT+1", "PhD", "Employed", "DS manager (Manage DS team or product)", "31-42", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "nice to have", null ], [ 1581112229000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "There are very interesting project", null ], [ 1581112272000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "It potentially can help me in discovering more in this field.", "Please provide some datasets to start DS with." ], [ 1581112315000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Need more specific and complicated materials", "#RL #DL;#Academia #Meta #Research", "Telegram channel search", 4, "The lot of information can be found on the internet. The telegram channel is one of the sources. It is not necessary to join channel", null ], [ 1581112495000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 3, "Dont use telegram much", null ], [ 1581112569000000000, "Russia", "GMT+3", "Graduate", "Remote Worker student", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "-", null ], [ 1581112644000000000, "Italy", "GMT+1", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Better quality than other channels; updates are ok, more frequent would just become background noise; the content is always SOTA and very interesting; each post is also accompanied by a well-thought message which makes me feel like the authors understood what they're posting before spamming (if that ain't the case, you're good in dissimulating ;) and nothing changes to me) ", "I know the temptation of posting more with the audience growing bigger and bigger but please don't do that. The frequency now is perfect (maybe a bit too frequent even) and i like to wait for a good post from the channel and then be able to go through it a bit before the next one comes out. This industry fast pace gives FOMO to everyone and it is not good. Instead I consider ODS to be the best channel for ML/DL on telegram because i like that each message is posted after being reasoned upon. \nMachinelearning channel on telegram for example also post good contents but many times are just tutorials (and it's fine); i will use that channel for that kind of content whilst using ODS for more high quality investigations on DL. \n\nKeep up with the good work, cheers from Bologna & Modena, Italy. If you come around here, drop a line. \nPS: I actually live in Sesso (reggio emilia) which literally means Sex in italian. Put that in the stats report, will sound cool ;) " ], [ 1581114702000000000, "Italy", "GMT+1", "Graduate", "Worker student", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "Forward to the group (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "very helpful insights and topics", "keep going!!!" ], [ 1581114708000000000, "Ukraine", "GMT-1", "PhD", "Self-employed", "Middle", "42+", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "Be smart)", null ], [ 1581115371000000000, "Italy", "GMT+2", "Graduate", "Student", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 4, null, null ], [ 1581116692000000000, "India", "GMT+5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "The good content quality.", null ], [ 1581120190000000000, "Russia", "GMT+3", "PhD", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1581120199000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward to other channel (specify which)", 5, "I like it", null ], [ 1581120256000000000, "Spain", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "Content", null ], [ 1581120292000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Found online in some list (specify which);Telegram channel search", 5, "Content of channel ", null ], [ 1581120309000000000, "Ukraine", "GMT+2", "PhD", "Employed", "DS manager (Manage DS team or product)", "31-42", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1581120329000000000, "Russia", "GMT+7", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "Just like it", "Thanks for you work" ], [ 1581120396000000000, "Russia", "GMT+6", "Undergrad", "Employed", "Middle", "18-24", "Nope, need more information", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "Memes", null ], [ 1581120440000000000, "Russia", "GMT+3", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#RL #DL", "Forward to the group (specify which)", 1, "random", null ], [ 1581120500000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Daily fresh news ", null ], [ 1581120573000000000, "Italy", "GMT+1", "Graduate", "Freelencer", "Novice (Studying courses, active learning)", "42+", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "I simply like it.", "Keep going..." ], [ 1581120712000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, "Good materials but I can always forward it", null ], [ 1581120721000000000, "Russia", "GMT+3", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#RL #DL;#Academia #Meta #Research", "Forward from a friend", 4, "?", null ], [ 1581120896000000000, "Russia", "GMT+3", "PhD", "Employed remotely", "DS manager (Manage DS team or product)", "25-30", "Yes, it's about perfect", "It's all ok", "#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, "I usually recommend the main ODS.ai", null ], [ 1581120902000000000, "India", "GMT+6", "Graduate", "Worker student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "😊😊😊", null ], [ 1581120910000000000, "Russia", "GMT+3", "Graduate", "Worker student", "Middle", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1581120991000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward to the group (specify which);Forward to other channel (specify which);Forward from a friend;Found online in some list (specify which);Telegram channel search", 5, "Data mining", null ], [ 1581121042000000000, "Ukraine", "GMT+2", "Graduate", "Freelencer", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more specific and complicated materials", "#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1581121068000000000, "Russia", "GMT+7", "Graduate", "Self-employed", "DS manager (Manage DS team or product)", "42+", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "I like it", null ], [ 1581121079000000000, "Ukraine", "GMT+1", "PhD", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Good source of new information", null ], [ 1581121173000000000, "India", "GMT+5", "Graduate", "Self-employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 5, "Frequency of update and quality of content", null ], [ 1581121434000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Variety of materials and editor's interest in the audience <3", null ], [ 1581121496000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 5, "Summaries", null ], [ 1581121655000000000, "Russia", "GMT+3", "Graduate", "Remote Worker student", "Middle", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Channel is very informative: short abstracts to each paper can help you to easily find interesting articles. Not 5/5 cause of frequently ods breakfast reminders which are useless for me.", null ], [ 1581121980000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Self-employed", "DS manager (Manage DS team or product)", "31-42", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "Contee", null ], [ 1581122502000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, null, null ], [ 1581122540000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning", "Forward from a friend", 4, "Everything is quite good ", null ], [ 1581122764000000000, "Russia", "GMT+3", "Graduate", "Self-employed", "DS manager (Manage DS team or product)", "31-42", "Yes, it's about perfect", "It's all ok", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "habr.com", 4, null, "I would be happy to see more materials related to time series modelling and/or classification problems rather than NN/RL/CV articles we've been seeing lately. It might be just me though :)" ], [ 1581122905000000000, "Russia", "GMT-3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "slack ods", 5, "My english too bad to realize this question", null ], [ 1581122928000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 1, "You are a random yet another ds channel, come on", null ], [ 1581123067000000000, "Italy", "GMT+1", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;data cleaning, dataset management", "Telegram channel search", 2, "most of the stuff flies way over my head", "ur doing great sweetie" ], [ 1581123296000000000, "Russia", "GMT+3", "No degree at all, still learning / self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "i wanna be AI specialist (developer). ", "u r the best. what do u think about total censorship in Russia, and how will AI be developed in this country?" ], [ 1581123429000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "Don't want to answer", null ], [ 1581123443000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "Free content easily reachable ", null ], [ 1581123774000000000, "Spain", "GMT-1", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "-", null ], [ 1581123929000000000, "Spain", "GMT", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 5, null, null ], [ 1581123992000000000, "Russia", "GMT+3", "Graduate", "Worker student", "Senior", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "-", null ], [ 1581124178000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Nope, less frequent posting will be all right by me", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#DataProducts #DSManagement", "Forward to the group (specify which);Telegram channel search", 5, "Content", "Na" ], [ 1581124764000000000, "India", "GMT+5", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Forward from a friend", 4, null, null ], [ 1581125041000000000, "Russia", "GMT-4", "PhD", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Forward to the group (specify which)", 2, "for fun", "Yes i am ready." ], [ 1581127101000000000, "Russia", "GMT+3", "Undergrad", "Worker student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 3, "-", null ], [ 1581127887000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1581128217000000000, "Russia", "GMT+1", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "More Bayesian stuff and reasoning!", null ], [ 1581128502000000000, "Italy", "GMT+1", "Graduate", "Worker student", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 3, "Time", null ], [ 1581129820000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "It's good", null ], [ 1581131686000000000, "Russia", "GMT+3", "Graduate", "Student", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "na", null ], [ 1581133552000000000, "India", "GMT+5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 2, "Just because it is not for beginners.", "Provide some material for beginners also." ], [ 1581134346000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Need more specific and complicated materials", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward to the group (specify which)", 5, null, null ], [ 1581137176000000000, "Spain", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research", "Forward from a friend", 5, "Interesting stuff", null ], [ 1581147610000000000, "India", "GMT+5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1581149082000000000, "India", "GMT-9", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which)", 4, null, null ], [ 1581150232000000000, "Russia", "GMT+7", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-", "Yes, it's about perfect", "It's all ok", "#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1581153027000000000, "India", "GMT+5", "No degree at all, still learning / self-taught", "Student", "Readonly (Just started, don't know how to run python script)", "18-", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#Fun #DSHumour memes, funny pics", "Forward from a friend", 3, null, null ], [ 1581153052000000000, "India", "GMT-5", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 4, "Contents", null ], [ 1581159685000000000, "India", "GMT+5", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics;Internship or job opportunities ", "Telegram channel search", 5, "Content", "Please provide internship opportunities for foreign subscribers in your country. So that we can learn and work and also join meet ups " ], [ 1581159790000000000, "India", "GMT+5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, "Curiosity to manipulate data", null ], [ 1581160471000000000, "Russia", "GMT+4", "No degree at all, still learning / self-taught", "Worker student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Good quality of content ", null ], [ 1581164105000000000, "Italy", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "42+", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "The channel is a source of information you should look for in different site. It’s quite useful and fast to read", null ], [ 1581164615000000000, "Russia", "GMT-3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1581168488000000000, "Italy", "GMT+1", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "Idk", null ], [ 1581171932000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "Information ", null ], [ 1581172994000000000, "India", "GMT+5", "Post-Doc", "Unemployed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 3, null, null ], [ 1581173421000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "Forward from a friend", 4, "to check latest innovation and increment in past years", null ], [ 1581174643000000000, "Russia", "GMT+3", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, less frequent posting will be all right by me", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Forward to the group (specify which)", 4, null, null ], [ 1581176265000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which)", 4, null, null ], [ 1581179351000000000, "Russia", "GMT-3", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "42+", "Nope, need more information", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 5, "Information should be available to all", null ], [ 1581182282000000000, "India", "GMT+5", "No degree at all, still learning / self-taught", "Student", "Novice (Studying courses, active learning)", "18-", "Nope, need more information", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics;#Data science in biological simulation #Data science in Quantum Computing", "Found online in some list (specify which)", 3, "Just started", null ], [ 1581187626000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Idk", null ], [ 1581189981000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward to the group (specify which)", 4, null, null ], [ 1581192340000000000, "Spain", "GMT", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 2, "I think is too wide for my friends to develop an interest. Sometimes I forward things, and if they want, they will follow", null ], [ 1581195924000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "Grow and help others grow", "Please provide some stuff for complete novice,so it helps people like me to enter this domain" ], [ 1581200735000000000, "India", "GMT-5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 5, "Complex scenarios.", "About CLV" ], [ 1581203366000000000, "India", "GMT+12", "Graduate", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Forward to the group (specify which);Forward to other channel (specify which);Forward from a friend;Telegram channel search", 4, "To Communicate with people", null ], [ 1581205173000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1581257097000000000, "India", "GMT+5", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "Though not much beginner friendly, it keeps enthusiasm from dying out by posting regular updates.", null ], [ 1581258981000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#RL #DL;#DSWithoutFormulas #Common #UnderstandableDS;Application of DL in Medicine", "Forward to other channel (specify which)", 5, "To be on the Edge of DS", null ], [ 1581283375000000000, "India", "GMT+4", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "Channel is good with frequent updates of latest happenings in ai ", "You guys are doing good work , keep rocking " ], [ 1581285181000000000, "Russia", "GMT+3", "No degree at all, still learning / self-taught", "Self-employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 5, "Background learning without time killing", null ], [ 1581287008000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "25-30", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL", "Telegram channel search", 5, " B", null ], [ 1581287607000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Nope, less frequent posting will be all right by me", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Found online in some list (specify which)", 4, "I am not following thoroughly", null ], [ 1581288898000000000, "India", "GMT+5", "Graduate", "Worker student", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "I dont know I am new and find everything interesting ", "Please provide basic material also as I'm also a part and I am always looking for basics .\n" ], [ 1581289323000000000, "Spain", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Forward to the group (specify which)", 3, "Don't have many friends interested", null ], [ 1581294016000000000, "Ukraine", "GMT+3", "PhD", "Employed remotely", "Non-DS manager", "31-42", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Learn something new for me is always on the time", "Wish you an inspiration and good motivation" ], [ 1581297543000000000, "India", "GMT-5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Found online in some list (specify which)", 4, "Awesome community ", "Include more capstone projects please" ], [ 1581304569000000000, "Russia", "GMT+3", "Graduate", "Self-employed", "Novice (Studying courses, active learning)", "25-30", "Nope, less frequent posting will be all right by me", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "ods slack", 1, "no original content", null ], [ 1581335219000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "The content that's being posted is keeping me updated with the latest information in DS", "I'm yet a beginner in DS can you please recommend me how to reach to a level where I can do live projects? And for live projects, how can I get them? " ], [ 1581338058000000000, "India", "GMT+5", "Undergrad", "Employed", "Middle", "18-24", "Nope, need more information", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Found online in some list (specify which)", 5, "The news is easily available ", null ], [ 1581338626000000000, "Spain", "GMT+1", "Post-Doc", "Employed", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "It is up to date", null ], [ 1581343358000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "All is great ", null ], [ 1581343647000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Pretty interesting findings overall. Every application in any field is worth watching :)", "Thanks for your dedication :)" ], [ 1581344017000000000, "Russia", "GMT+3", "PhD", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics;DS in pharma and biology", "Found online in some list (specify which);TG channels list on github (lost the link, sorry)", 4, "Not 5 because the channel covers many distinct topics, so i skip about 50% posts. That's not bad generally.", null ], [ 1581344728000000000, "India", "GMT-5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "I like the contents", null ], [ 1581346015000000000, "Russia", "GMT+3", "Undergrad", "Employed remotely", "Senior", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, "Посты плохого качества ", null ], [ 1581351401000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "Good content and allowing users to participate", null ], [ 1581356950000000000, "Italy", "GMT+1", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, null, null ] ], "hoverlabel": { "namelength": 0 }, "hovertemplate": "Country=%{customdata[1]}
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more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 3, "Main reason is I am a beginner", "Main reason is It hasn't have beginner stuff and did understood what ever you posted related to data science. But I am super excited to learn all those posted information. I don't know where to start.\nI am a beginner.\nI am excepting some basic stuff and paths ." ], [ 1580747954000000000, "Ukraine", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 4, "No bullshit, just info", null ], [ 1580748146000000000, "Russia", "GMT+3", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "interesting articles", null ], [ 1580315457000000000, "Ukraine", "GMT+3", "Undergrad", "Student + part time remote job", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "All stuff is absolutely brilliant! Thank you for your work and creativity! =)", null ], [ 1580753998000000000, "Russia", "GMT+3", "No degree at all, still learning / self-taught", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Forward to the group (specify which)", 4, null, null ], [ 1580755292000000000, "Russia", "GMT+3", "Undergrad", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL", "Forward from a friend", 4, null, null ], [ 1580758385000000000, "Italy", "GMT+1", "Undergrad", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "It might not interest them as it is more technical.", "It would be nice to create multiple channels for learning (begginer or advanced), general discussion. It would be very nice to gather learners remotely and do projects together or do online lessons." ], [ 1580758410000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 4, "Informative", null ], [ 1580760576000000000, "Russia", "GMT+3", "Graduate", "Student + part time remote job", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 4, null, null ], [ 1580761921000000000, "India", "GMT+6", "Graduate", "Student + part time job", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, "😍😍😍", null ], [ 1580762008000000000, "India", "GMT+6", "Graduate", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, "👍", null ], [ 1580776342000000000, "Spain", "GMT+1", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "It's really good", null ], [ 1580779776000000000, "India", "GMT+5", "Undergrad", "Unemployed", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "Because i can find people of similar interest", null ], [ 1580804775000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Due unique and and various types of articles that can be found at a single place", "Hi, I'm a beginner from India and currently working as a software engineer. I'm a self taught until now and would like to get mentors to guide and improve myselves.\n" ], [ 1580808703000000000, "India", "GMT+6", "Graduate", "Student + part time job", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "👌", null ], [ 1580809611000000000, "India", "GMT+5", "Graduate", "Self-employed (freelance)", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Telegram channel search", 4, null, null ], [ 1580747929000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "Very nice content", null ], [ 1580747633000000000, "Russia", "GMT-3", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "quality of posts", null ], [ 1580744686000000000, "Russia", "GMT+3", "Undergrad", "Student + part time remote job", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 4, "If he's interested in DS and asks for smth to read then I'll recommend it", null ], [ 1580744700000000000, "Ukraine", "GMT+2", "PhD", "Self-employed (freelance)", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Content and frequency", null ], [ 1580402066000000000, "India", "GMT-5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 5, "Love DS", null ], [ 1580402307000000000, "India", "GMT-5", "No degree at all, still learning / self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Found online in some list (specify which)", 5, "I am loving my time till now", "I'm trying to get into Data science, I want an advice, whether or not I pursue an MS in Data science, or do I self learn and take up a job" ], [ 1580403858000000000, "India", "GMT+5", "Undergrad", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 5, "Quality of information", null ], [ 1580404057000000000, "India", "GMT+5", "Undergrad", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 5, "I found relevant content at one place ", null ], [ 1580410433000000000, "India", "GMT+5", "Undergrad", "Student", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "Telegram channel search", 5, "I like the standards of the posts", null ], [ 1580410763000000000, "India", "GMT+5", "Undergrad", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#DSWithoutFormulas #Common #UnderstandableDS", "Forward from a friend", 4, "Quality content", null ], [ 1580416644000000000, "India", "GMT+5", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 5, "You guys make sure I am updated with current progress.", "Hey guys,first of all,you are 💕. I would like to integrate post with the arxiv vanity page.So the papers can be viewed directly as a webpage by the Instant view feature of telegram." ], [ 1580429583000000000, "Spain", "GMT+1", "Graduate", "Student + part time job", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Forward from a friend", 4, "I learn a lot of the latest dl papers from you guys :)", null ], [ 1580438588000000000, "Russia", "GMT+1", "Undergrad", "Student + part time job", "Middle", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Found online in some list (specify which)", 5, "Frequency of new publication", null ], [ 1580472904000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 5, "Quality of the content", "You're doing great job! " ], [ 1580473667000000000, "Spain", "GMT+9", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Forward from a friend", 4, "Good resource to discover content.", null ], [ 1580746183000000000, "Russia", "GMT+3", "Undergrad", "Student", "Middle", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Forward from a friend;It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "❤️ ", null ], [ 1580475743000000000, "India", "GMT-12", "Undergrad", "Unemployed", "Middle", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "Data you collected", null ], [ 1580512302000000000, "India", "GMT-5", "Graduate", "Student", "Middle", "18-24", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Telegram channel search", 4, "More varied topics should be discussed recent posts are of bert nd transformer based", null ], [ 1580512992000000000, "Ukraine", "GMT+2", "Graduate", "Student + part time job", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, ".", null ], [ 1580675471000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Unemployed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, null, null ], [ 1580744304000000000, "Russia", "GMT+3", "Undergrad", "Student", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580744308000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 5, "Great source of relevant information to keep one updated.", null ], [ 1580744341000000000, "India", "GMT-5", "Graduate", "Employed", "Senior", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1580744360000000000, "India", "GMT+5", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Nice ", "S" ], [ 1580744431000000000, "Ukraine", "GMT+2", "Undergrad", "Student + part time job", "Middle", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "It contains useful information", null ], [ 1580744505000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Found online in some list (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "The channel is well structured and contains a lot of useful information", null ], [ 1580744623000000000, "India", "GMT+5", "Undergrad", "Student + part time remote job", "Middle", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Forward from a friend;It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "For the happiness data science brings in one's life.", null ], [ 1580825739000000000, "Russia", "GMT+3", "Graduate", "Self-employed (co-founder / owner)", "Senior", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Good article summaries, but I tired of NLP news...", null ], [ 1580484304000000000, "Russia", "GMT+3", "Undergrad", "Employed remotely", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "It's soo good", null ], [ 1580874941000000000, "India", "GMT+5", "Graduate", "Student + part time job", "Middle", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "It is informative, but not structured properly", "Maybe keep a pin for various topics" ], [ 1580896211000000000, "India", "GMT+5", "Graduate", "Unemployed", "Middle", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Valuable", null ], [ 1580402027000000000, "Russia", "GMT+3", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "Idk\n", null ], [ 1581129820000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "It's good", null ], [ 1581133552000000000, "India", "GMT+5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 2, "Just because it is not for beginners.", "Provide some material for beginners also." ], [ 1581147610000000000, "India", "GMT+5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1581149082000000000, "India", "GMT-9", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which)", 4, null, null ], [ 1581159685000000000, "India", "GMT+5", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics;Internship or job opportunities ", "Telegram channel search", 5, "Content", "Please provide internship opportunities for foreign subscribers in your country. So that we can learn and work and also join meet ups " ], [ 1581159790000000000, "India", "GMT+5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, "Curiosity to manipulate data", null ], [ 1581160471000000000, "Russia", "GMT+4", "No degree at all, still learning / self-taught", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Good quality of content ", null ], [ 1581164615000000000, "Russia", "GMT-3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1581168488000000000, "Italy", "GMT+1", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "Idk", null ], [ 1581171932000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "Information ", null ], [ 1581172994000000000, "India", "GMT+5", "Post-Doc", "Unemployed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 3, null, null ], [ 1581173421000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "Forward from a friend", 4, "to check latest innovation and increment in past years", null ], [ 1581174643000000000, "Russia", "GMT+3", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, less frequent posting will be all right by me", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Forward to the group (specify which)", 4, null, null ], [ 1581187626000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Idk", null ], [ 1581192340000000000, "Spain", "GMT", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 2, "I think is too wide for my friends to develop an interest. Sometimes I forward things, and if they want, they will follow", null ], [ 1581195924000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "Grow and help others grow", "Please provide some stuff for complete novice,so it helps people like me to enter this domain" ], [ 1581203366000000000, "India", "GMT+12", "Graduate", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Forward to the group (specify which);Forward to other channel (specify which);Forward from a friend;Telegram channel search", 4, "To Communicate with people", null ], [ 1581205173000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1581258981000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#RL #DL;#DSWithoutFormulas #Common #UnderstandableDS;Application of DL in Medicine", "Forward to other channel (specify which)", 5, "To be on the Edge of DS", null ], [ 1581285181000000000, "Russia", "GMT+3", "No degree at all, still learning / self-taught", "Self-employed (co-founder / owner)", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 5, "Background learning without time killing", null ], [ 1581297543000000000, "India", "GMT-5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Found online in some list (specify which)", 4, "Awesome community ", "Include more capstone projects please" ], [ 1581335219000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "The content that's being posted is keeping me updated with the latest information in DS", "I'm yet a beginner in DS can you please recommend me how to reach to a level where I can do live projects? And for live projects, how can I get them? " ], [ 1581338058000000000, "India", "GMT+5", "Undergrad", "Employed", "Middle", "18-24", "Nope, need more information", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Found online in some list (specify which)", 5, "The news is easily available ", null ], [ 1581344728000000000, "India", "GMT-5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "I like the contents", null ], [ 1581346015000000000, "Russia", "GMT+3", "Undergrad", "Employed remotely", "Senior", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, "Посты плохого качества ", null ], [ 1581127887000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1581127101000000000, "Russia", "GMT+3", "Undergrad", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 3, "-", null ], [ 1581124764000000000, "India", "GMT+5", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Forward from a friend", 4, null, null ], [ 1581123992000000000, "Russia", "GMT+3", "Graduate", "Student + part time job", "Senior", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "-", null ], [ 1580927997000000000, "Russia", "GMT+7", "No degree at all, still learning / self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward to other channel (specify which)", 5, null, null ], [ 1580985072000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 3, "Need a discussion platform , where we can discuss about details and all.", null ], [ 1581025181000000000, "India", "GMT+10", "Graduate", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 4, "Data science ", null ], [ 1581033503000000000, "India", "GMT+5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, ".", null ], [ 1581112018000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, "All my friends are just read only beginners, but channel might not be the best for noobs.", "You're doing great, keep it up :D " ], [ 1581112076000000000, "India", "GMT", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Forward to the group (specify which)", 5, "Contain", null ], [ 1581112229000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "There are very interesting project", null ], [ 1581112272000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "It potentially can help me in discovering more in this field.", "Please provide some datasets to start DS with." ], [ 1581112495000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 3, "Dont use telegram much", null ], [ 1581116692000000000, "India", "GMT+5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "The good content quality.", null ], [ 1581120199000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward to other channel (specify which)", 5, "I like it", null ], [ 1581120292000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Found online in some list (specify which);Telegram channel search", 5, "Content of channel ", null ], [ 1580892148000000000, "India", "GMT+7", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward to the group (specify which);Forward to other channel (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "New information", null ], [ 1581120329000000000, "Russia", "GMT+7", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "Just like it", "Thanks for you work" ], [ 1581120440000000000, "Russia", "GMT+3", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#RL #DL", "Forward to the group (specify which)", 1, "random", null ], [ 1581120712000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, "Good materials but I can always forward it", null ], [ 1581120721000000000, "Russia", "GMT+3", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#RL #DL;#Academia #Meta #Research", "Forward from a friend", 4, "?", null ], [ 1581120902000000000, "India", "GMT+6", "Graduate", "Student + part time job", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "😊😊😊", null ], [ 1581120910000000000, "Russia", "GMT+3", "Graduate", "Student + part time job", "Middle", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1581121434000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Variety of materials and editor's interest in the audience <3", null ], [ 1581121655000000000, "Russia", "GMT+3", "Graduate", "Student + part time remote job", "Middle", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Channel is very informative: short abstracts to each paper can help you to easily find interesting articles. Not 5/5 cause of frequently ods breakfast reminders which are useless for me.", null ], [ 1581123067000000000, "Italy", "GMT+1", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;data cleaning, dataset management", "Telegram channel search", 2, "most of the stuff flies way over my head", "ur doing great sweetie" ], [ 1581123296000000000, "Russia", "GMT+3", "No degree at all, still learning / self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "i wanna be AI specialist (developer). ", "u r the best. what do u think about total censorship in Russia, and how will AI be developed in this country?" ], [ 1581123429000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "Don't want to answer", null ], [ 1581123443000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "Free content easily reachable ", null ], [ 1581123774000000000, "Spain", "GMT-1", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "-", null ], [ 1581120396000000000, "Russia", "GMT+6", "Undergrad", "Employed", "Middle", "18-24", "Nope, need more information", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "Memes", null ], [ 1580402015000000000, "Ukraine", "GMT+2", "No degree at all, still learning / self-taught", "Student + part time job", "Middle", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "It would be nice to have more novice material since one can`t be expert in a variety of domains e.g. as a computer vision engineer and predictive analytics expert I have to ignore complex post about NLP but definitely would like to read some begginers materials ", null ], [ 1580747908000000000, "Spain", "GMT+1", "Undergrad", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Interesting material", null ], [ 1581356950000000000, "Italy", "GMT+1", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, null, null ], [ 1580335389000000000, "Russia", "GMT+3", "Graduate", "Student", "Middle", "18-24", "Nope, less frequent posting will be all right by me", "Need more beginners' stuff", "#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Frequency of posting, usefull not one-time material", null ], [ 1580320385000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "The up to date content you guys try to post.", "Kudos! Keep up the good work!" ], [ 1580330808000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Solid, interesting content and the ease of learning about new stuff in ml field", "keep up the great work)" ], [ 1580320387000000000, "Russia", "GMT-7", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Forward to the group (specify which);Ods slack", 4, null, null ], [ 1580330739000000000, "India", "GMT+5", "Undergrad", "Student", "Middle", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL", "Telegram channel search", 4, "🤔🤔🤔", null ], [ 1580320498000000000, "India", "GMT-5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580320512000000000, "Ukraine", "GMT+2", "No degree at all, still learning / self-taught", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Enjoying the content level", null ], [ 1580329821000000000, "Spain", "GMT", "PhD", "Student + part time job", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "There are nice posts with helpful information", null ], [ 1580329011000000000, "India", "GMT+2", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, null, null ], [ 1580320577000000000, "Ukraine", "GMT+3", "Graduate", "Unemployed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which);Telegram channel search", 4, "I like this channel, but there is not much info for me", null ], [ 1580320617000000000, "India", "GMT+5", "Undergrad", "Student + part time job", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Its good for DS Beginners", null ], [ 1580320627000000000, "Russia", "GMT-3", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#RL #DL;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Interesting articles devoted to examples from research practice ❤️", null ], [ 1580326857000000000, "Russia", "GMT+3", "Undergrad", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 3, "Some topics are too complex.", null ], [ 1580326684000000000, "Ukraine", "GMT+3", "Graduate", "Employed", "Senior", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "All are great", null ], [ 1580320721000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;And maybe some new, biology inspired models", "Telegram channel search", 5, "I am interested in this industry and it is a good news source", null ], [ 1580320887000000000, "India", "GMT-8", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1580325756000000000, "Russia", "GMT-5", "No degree at all, still learning / self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580322554000000000, "India", "GMT-5", "Undergrad", "Unemployed", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 5, "Information", "Keep DOING plz" ], [ 1580322554000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;It would be good to start a fellow channel with memes apart from main channel", "Found online in some list (specify which)", 4, "websearh", null ], [ 1580321600000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "data", null ], [ 1580321550000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research", "Forward from a friend", 5, "I like it", null ], [ 1580322583000000000, "Russia", "GMT+10", "No degree at all, still learning / self-taught", "Self-employed (co-founder / owner)", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research", "Telegram channel search", 5, "There are few useful DS channels. Your's is the one of them.", null ], [ 1580322735000000000, "India", "GMT+5", "Undergrad", "Unemployed", "Middle", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Found online in some list (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Frequent updates", "I am quite new to this group. " ], [ 1580320310000000000, "Italy", "GMT+1", "Graduate", "Student + part time job", "Middle", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward to other channel (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, "Subject", "Please provide materials" ], [ 1580321549000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, null, null ], [ 1580323391000000000, "Ukraine", "GMT+2", "Undergrad", "Student + part time remote job", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which);One of the interviews on YouTube", 4, "I have many friends who are interested in this area.", null ], [ 1580323783000000000, "Italy", "GMT+1", "Undergrad", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Nice papers and post about DS", null ], [ 1580321294000000000, "India", "GMT-5", "Undergrad", "Student", "Middle", "18-24", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "Content", null ], [ 1580324288000000000, "Russia", "GMT+3", "Undergrad", "Student + part time job", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward to other channel (specify which)", 4, null, null ], [ 1580321018000000000, "Russia", "GMT+5", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580325246000000000, "Russia", "GMT-3", "Undergrad", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 3, null, null ], [ 1580323359000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 4, "?", null ], [ 1580320289000000000, "Russia", "GMT+3", "Graduate", "Employed", "Senior", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Forward from a friend", 4, "materials are quite good but there are more useful channels out there", null ], [ 1580321977000000000, "Spain", "GMT+1", "PhD", "Student", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "like the content", null ], [ 1580315827000000000, "Russia", "GMT+7", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "DS manager (Manage DS team or product)", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#DataProducts #DSManagement", "Found online in some list (specify which);some habr topN", 4, "become better cv engineer and keep myself relevant with sota approaches", null ], [ 1580315652000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 5, "It's useful", null ], [ 1580398669000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "Need more beginners' stuff", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "More information ", "Please show the current market trend what to do , and how to gain practical knowledge " ], [ 1580315767000000000, "India", "GMT+5", "Undergrad", "Self-employed (co-founder / owner)", "Middle", "18-24", "Nope, need more information", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Organised Content", "None" ], [ 1580316350000000000, "Russia", "GMT+3", "Undergrad", "Student + part time job", "Middle", "18-24", "Nope, less frequent posting will be all right by me", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward to other channel (specify which)", 3, "I rarely recommend channels", null ], [ 1580315629000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;RecSys, Network analysis", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 2, "It's not super useful actually. Good enough to stay informed about the industry and research", null ], [ 1580401352000000000, "India", "GMT-5", "Undergrad", "Employed", "Middle", "18-24", "Nope, need more information", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Telegram channel search", 4, "Its all good with updated info about data science which is required for this continuously changing field", null ], [ 1580315607000000000, "Italy", "GMT+1", "No degree at all, still learning / self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Mainly due to material shared", null ], [ 1580349935000000000, "India", "GMT+5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 3, "I will prefer this channel to my friends if it will gonna help them, I have been connected with this channel since few weeks but still didn't get anything. So, how can I prefer this to someone.", "Please provide data for beginners also and more frequently " ], [ 1580316406000000000, "India", "GMT-5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Self-employed (freelance)", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 4, "Research", "I'm working on AI product and it has increased passion in me and want to do more research on AI" ], [ 1580315905000000000, "Russia", "GMT+5", "No degree at all, still learning / self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "variety and complexity of material", null ], [ 1580316015000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;Papers, papers, papers! (as you already do)", "Forward to other channel (specify which);Telegram channel search", 5, "I find ALL your posts relevant to the field, with specific material and up-to-tomorrow information", "Thank you very much. Keep going: I'm following!" ], [ 1580319194000000000, "Russia", "GMT+5", "No degree at all, still learning / self-taught", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning", "Don't remember", 5, "It's not tiring and it's usefull", "I'm Student (bachelor) + Employed (full time) and there is no such an option. So please add this if it's not too late" ], [ 1580318966000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "18-24", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Great follow up with the latest development in the field", null ], [ 1580344263000000000, "Italy", "GMT+1", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL", "Telegram channel search", 5, "Good contents", null ], [ 1580401701000000000, "Russia", "GMT+3", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Forward from a friend", 4, "-", null ], [ 1580401779000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "Good information", null ], [ 1580401792000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "It's all ok", "#Academia #Meta #Research;#DataProducts #DSManagement", "Forward from a friend", 5, "Content.", "Можете, могЁте!" ], [ 1580401155000000000, "Russia", "GMT+3", "Undergrad", "Employed remotely", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "It's soo good", null ], [ 1580317657000000000, "Russia", "GMT+3", "PhD", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "a lot of rl and nlp stuff, but i more interested in cv and efficiency", null ], [ 1581112569000000000, "Russia", "GMT+3", "Graduate", "Student + part time remote job", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "-", null ], [ 1581112644000000000, "Italy", "GMT+1", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Better quality than other channels; updates are ok, more frequent would just become background noise; the content is always SOTA and very interesting; each post is also accompanied by a well-thought message which makes me feel like the authors understood what they're posting before spamming (if that ain't the case, you're good in dissimulating ;) and nothing changes to me) ", "I know the temptation of posting more with the audience growing bigger and bigger but please don't do that. The frequency now is perfect (maybe a bit too frequent even) and i like to wait for a good post from the channel and then be able to go through it a bit before the next one comes out. This industry fast pace gives FOMO to everyone and it is not good. Instead I consider ODS to be the best channel for ML/DL on telegram because i like that each message is posted after being reasoned upon. \nMachinelearning channel on telegram for example also post good contents but many times are just tutorials (and it's fine); i will use that channel for that kind of content whilst using ODS for more high quality investigations on DL. \n\nKeep up with the good work, cheers from Bologna & Modena, Italy. If you come around here, drop a line. \nPS: I actually live in Sesso (reggio emilia) which literally means Sex in italian. Put that in the stats report, will sound cool ;) " ], [ 1581283375000000000, "India", "GMT+4", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "Channel is good with frequent updates of latest happenings in ai ", "You guys are doing good work , keep rocking " ], [ 1581112077000000000, "Russia", "GMT-3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "There are lots of different stuff from many fields.", null ], [ 1581287008000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "25-30", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL", "Telegram channel search", 5, " B", null ], [ 1580320875000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1581287607000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Nope, less frequent posting will be all right by me", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Found online in some list (specify which)", 4, "I am not following thoroughly", null ], [ 1581112115000000000, "Ukraine", "GMT+2", "PhD", "Employed", "Senior", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1581115371000000000, "Italy", "GMT+2", "Graduate", "Student", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 4, null, null ], [ 1581114702000000000, "Italy", "GMT+1", "Graduate", "Student + part time job", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "Forward to the group (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "very helpful insights and topics", "keep going!!!" ], [ 1580320252000000000, "Russia", "GMT+3", "PhD", "Employed", "Senior", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 5, null, null ], [ 1580321277000000000, "Russia", "GMT+3", "PhD", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "I recommended the channel to my friend and he liked it", "It would be great to see some speech processing related posts sometimes" ], [ 1581304569000000000, "Russia", "GMT+3", "Graduate", "Self-employed (co-founder / owner)", "Novice (Studying courses, active learning)", "25-30", "Nope, less frequent posting will be all right by me", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "ods slack", 1, "no original content", null ], [ 1581090901000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "It's good for advance learning", null ], [ 1581120190000000000, "Russia", "GMT+3", "PhD", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1580321311000000000, "Russia", "GMT+4", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed remotely", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Good quality of articles", null ], [ 1581017719000000000, "India", "GMT+5", "Post-Doc", "Student", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "Forward to the group (specify which)", 5, "I love it", "Sir, I would like to understand what you post not just read about it.\n\nAlso, It would be great to get an opportunity to be mentored on certain questions by industry experts like you." ], [ 1580943513000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1581343647000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Pretty interesting findings overall. Every application in any field is worth watching :)", "Thanks for your dedication :)" ], [ 1581344017000000000, "Russia", "GMT+3", "PhD", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics;DS in pharma and biology", "Found online in some list (specify which);TG channels list on github (lost the link, sorry)", 4, "Not 5 because the channel covers many distinct topics, so i skip about 50% posts. That's not bad generally.", null ], [ 1580315568000000000, "Ukraine", "GMT+2", "PhD", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 3, null, null ], [ 1580877815000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "Good contents", "Thanks!" ], [ 1580321894000000000, "Russia", "GMT+5", "PhD", "Employed", "Middle", "25-30", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, null, null ], [ 1580401938000000000, "Spain", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "The most common way to get info is by pulling it, so not everbody works fine with this kind of info \"push\" channels. Even that, I consider you give interesting content.", null ], [ 1580831902000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#DataProducts #DSManagement", "Found online in some list (specify which)", 4, "IMHO, this channel focuses mostly on professionals, so being a novice I feel discouraged to dive into the materials before studying enough.", null ], [ 1581288898000000000, "India", "GMT+5", "Graduate", "Student + part time job", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "I dont know I am new and find everything interesting ", "Please provide basic material also as I'm also a part and I am always looking for basics .\n" ], [ 1580321298000000000, "Russia", "GMT+3", "PhD", "Student + part time job", "Senior", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, "When posting new stuff, link to old posts in the channel, provide more references." ], [ 1581257097000000000, "India", "GMT+5", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "Though not much beginner friendly, it keeps enthusiasm from dying out by posting regular updates.", null ], [ 1580320665000000000, "Italy", "GMT+1", "Graduate", "Student", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 3, "colleague have many channels", null ], [ 1580320474000000000, "Italy", "GMT+1", "Graduate", "Self-employed (co-founder / owner)", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "I think it's useful to monitor what is new and is useful", null ], [ 1581123929000000000, "Spain", "GMT", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 5, null, null ], [ 1581124178000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Nope, less frequent posting will be all right by me", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#DataProducts #DSManagement", "Forward to the group (specify which);Telegram channel search", 5, "Content", "Na" ], [ 1580320430000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which);Telegram channel search", 3, "content", null ], [ 1580320423000000000, "Russia", "GMT+3", "Graduate", "Employed remotely", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 5, "Telegram is the my main channel of communication and educational newsfeed, as well, I think that's why.", null ], [ 1581128217000000000, "Russia", "GMT+1", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "More Bayesian stuff and reasoning!", null ], [ 1581189981000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward to the group (specify which)", 4, null, null ], [ 1581176265000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which)", 4, null, null ], [ 1580317337000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Very useful, but sometimes communication is toxic", null ], [ 1581134346000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Need more specific and complicated materials", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward to the group (specify which)", 5, null, null ], [ 1581137176000000000, "Spain", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research", "Forward from a friend", 5, "Interesting stuff", null ], [ 1580320339000000000, "Russia", "GMT+3", "Graduate", "Employed", "Non-DS manager", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Good material in channel ", null ], [ 1580320333000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which)", 4, "Improvement of DS skills and knowledge ", null ], [ 1580320306000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1581131686000000000, "Russia", "GMT+3", "Graduate", "Student", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "na", null ], [ 1580320703000000000, "India", "GMT-5", "Graduate", "Employed", "Middle", "25-30", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 4, "Relevant posts/links", null ], [ 1580320538000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 5, "Really nice posts that help being updated with SOTA", null ], [ 1581122928000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 1, "You are a random yet another ds channel, come on", null ], [ 1581120500000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Daily fresh news ", null ], [ 1580316000000000000, "Ukraine", "GMT+1", "Graduate", "Student", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL", "Forward from a friend", 5, "Quality of papers/news posted in the channel.", null ], [ 1581120896000000000, "Russia", "GMT+3", "PhD", "Employed remotely", "DS manager (Manage DS team or product)", "25-30", "Yes, it's about perfect", "It's all ok", "#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, "I usually recommend the main ODS.ai", null ], [ 1580320611000000000, "India", "GMT-5", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 3, "It has mostly research oriented approach, I read the papers but not much useful for novices like me.", null ], [ 1580320600000000000, "Russia", "GMT+3", "Graduate", "Student + part time remote job", "Middle", "25-30", "Nope, need more information", "It's all ok", "ASR", "Found online in some list (specify which)", 5, "8", null ], [ 1581120991000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward to the group (specify which);Forward to other channel (specify which);Forward from a friend;Found online in some list (specify which);Telegram channel search", 5, "Data mining", null ], [ 1580828203000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "DS manager (Manage DS team or product)", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, null, null ], [ 1581121079000000000, "Ukraine", "GMT+1", "PhD", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Good source of new information", null ], [ 1581200735000000000, "India", "GMT-5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 5, "Complex scenarios.", "About CLV" ], [ 1581121496000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 5, "Summaries", null ], [ 1580320572000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Content", null ], [ 1581122502000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, null, null ], [ 1581122540000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning", "Forward from a friend", 4, "Everything is quite good ", null ], [ 1581122905000000000, "Russia", "GMT-3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "slack ods", 5, "My english too bad to realize this question", null ], [ 1581121173000000000, "India", "GMT+5", "Graduate", "Self-employed (co-founder / owner)", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 5, "Frequency of update and quality of content", null ], [ 1580320546000000000, "Russia", "GMT-3", "Graduate", "Employed", "Middle", "25-30", "Nope, need more information", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "New knowledge ", null ], [ 1580401817000000000, "Spain", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "Found online in some list (specify which)", 4, "I like the content", null ], [ 1580322231000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580331650000000000, "Russia", "GMT+3", "Graduate", "Employed remotely", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1580744369000000000, "Russia", "GMT+3", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "❤️", null ], [ 1580744573000000000, "Spain", "GMT", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "I like it, but i can't understand everything", null ], [ 1580745329000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, ".", null ], [ 1580745884000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, "What score", null ], [ 1580747831000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Interesting materials", null ], [ 1580747866000000000, "Russia", "GMT+5", "PhD", "Employed remotely", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580332329000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#RL #DL;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "I follow several telegram channels about DS/ML/AI, and here I usually find good posts.", null ], [ 1581351401000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "Good content and allowing users to participate", null ], [ 1580327740000000000, "Spain", "GMT+2", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;Time series", "Telegram channel search", 5, "Relevant posts about tools and techniques", null ], [ 1580748037000000000, "Russia", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "It’s a great channel (content) and community", "💪🏻👍🏻" ], [ 1580748085000000000, "Russia", "GMT-3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, less frequent posting will be all right by me", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Forward from a friend", 3, null, null ], [ 1580327293000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Love our community", null ], [ 1580748154000000000, "Spain", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 5, "Interesing topics", null ], [ 1580748301000000000, "Italy", "GMT+1", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;Big data and data science in ordinary life", "Blog", 4, "Personal growth", null ], [ 1580748311000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "DS manager (Manage DS team or product)", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;Theory of ML, Bayesian ML and Statistics", "Forward from a friend", 5, "Content", null ], [ 1580747980000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "Depends how much they are interested in DS", null ], [ 1580336686000000000, "Russia", "GMT+3", "Graduate", "Employed", "Senior", "25-30", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, "complexity, still no truly understand for this channel for", null ], [ 1580338602000000000, "Russia", "GMT-3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 3, "I'm new here", null ], [ 1580594300000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#Academia #Meta #Research;#DataProducts #DSManagement;DS-based Software Development, DS-Based Best_practices, DS-Test Driven Development, DS in production", "Found online in some list (specify which)", 4, "There can be found interesting topics to increase DS knowledge, but I'd also value covering data-based development for production skills training and best practices spreading topics", "Thanks for your awesome work!! DS rocks!" ], [ 1580402656000000000, "Russia", "GMT+4", "PhD", "Employed", "Senior", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580403308000000000, "Russia", "GMT-3", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which);McKinsey channels", 5, "I like the content", "More content for beginners please.\nHow to start if you want to developers in that sphere." ], [ 1580403443000000000, "Spain", "GMT+1", "PhD", "Student", "Middle", "25-30", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "Forward from a friend", 4, "There's some interesting material, but there could be more", null ], [ 1580405125000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "It contains a lot of relevant information which can be helpful for my DS colleagues", null ], [ 1580405251000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "I get to know about new articles from this channel", null ], [ 1580405298000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Telegram channel search", 5, "High level of relevant and intersing news about DS and ML world.", null ], [ 1580405609000000000, "India", "GMT-5", "Graduate", "Unemployed", "Middle", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#DataProducts #DSManagement", "Telegram channel search", 4, "Good content", null ], [ 1580409459000000000, "Russia", "GMT+3", "Graduate", "Self-employed (co-founder / owner)", "Readonly (Just started, don't know how to run python script)", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Interesting cases and examples, but would be great if you can post more practical researches ", "Good luck! " ], [ 1580409715000000000, "Russia", "GMT+3", "PhD", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "It provides easy way to stay updated in the field -- you can explore in details topic you like or need and stay informed about others", null ], [ 1580401194000000000, "Ukraine", "GMT+2", "Graduate", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward to other channel (specify which)", 4, null, null ], [ 1580413937000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "I gave 4 instead of 5 because I don't read the channel really often, so I'm still not able to say something like: \"hey man, this channel is awesome, have a look!\"", null ], [ 1580422442000000000, "Russia", "GMT-3", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "It's all ok", "#RL #DL;Causal inference, uplift models, model explanation, causality", "Forward from a friend", 5, "Not much alternatives", "Good job guys" ], [ 1580369725000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Telegram channel search", 4, "Nothing", null ], [ 1580351277000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Forward from a friend", 4, "Informative", null ], [ 1580479878000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#RL #DL;#Academia #Meta #Research", "Forward from a friend", 3, "Messages about breakfasts", null ], [ 1580494338000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "A lot of very intresting materials although sometimes it too complicated ", null ], [ 1580338863000000000, "Russia", "GMT-3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Idk, good to be part of the community in this way as well", null ], [ 1580749244000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "It's cool)", null ], [ 1580749362000000000, "Ukraine", "GMT+2", "Graduate", "Employed remotely", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Forward from a friend", 4, "Good Quality, High Complexity", null ], [ 1580747564000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Instagram", 5, null, null ], [ 1580755527000000000, "Russia", "GMT-4", "Graduate", "Employed", "Middle", "25-30", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, ".", null ], [ 1580757619000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "content", null ], [ 1580762924000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Linkedin", 4, "Found lot of helpful information about Ds,Ml", null ], [ 1580769663000000000, "India", "GMT", "PhD", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Forward to the group (specify which);Forward to other channel (specify which)", 5, "It has Good amount of resources. ", null ], [ 1580751073000000000, "India", "GMT+5", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Forward to the group (specify which);Forward from a friend", 5, "Easy", null ], [ 1580750905000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "Nice and updated", null ], [ 1580757211000000000, "Russia", "GMT+3", "Graduate", "Self-employed (co-founder / owner)", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580322817000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "25-30", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Material", null ], [ 1580752395000000000, "India", "GMT-5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "Required more material on chatbot", "Want to work in some project if possible " ], [ 1580322560000000000, "Ukraine", "GMT+2", "Graduate", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 5, null, null ], [ 1580750877000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Need more beginners' stuff", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 4, null, "Useful content, but a little bit complicated for me" ], [ 1580750714000000000, "India", "GMT+5", "Graduate", "Self-employed (freelance)", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 3, null, null ], [ 1580750618000000000, "Russia", "GMT+3", "Graduate", "Student + part time job", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "You are awesome!", null ], [ 1580326368000000000, "Ukraine", "GMT+2", "Graduate", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#DSWithoutFormulas #Common #UnderstandableDS", "Found online in some list (specify which);github.com/goq/telegram-list", 4, "Channel is good but I have no friends.", "Your announces about meetings in another countries are quite boring." ], [ 1580752789000000000, "India", "GMT+5", "Post-Doc", "Employed", "DS manager (Manage DS team or product)", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "Nice", null ], [ 1580749396000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "It's all ok", "#Academia #Meta #Research", "Forward from a friend", 4, "News monitoring", null ], [ 1580324034000000000, "Russia", "GMT+3", "PhD", "Employed", "DS manager (Manage DS team or product)", "25-30", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Useful overview of the latest ML news", null ], [ 1580752433000000000, "Russia", "GMT+3", "Graduate", "Employed remotely", "Senior", "25-30", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 4, "idk", null ], [ 1580323684000000000, "India", "GMT", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Nope, need more information", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 3, "Members of this group should also present Job posting related to data science", null ], [ 1580316195000000000, "Russia", "GMT-4", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Digest", null ], [ 1580320228000000000, "Italy", "GMT+1", "Post-Doc", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward to other channel (specify which);Telegram channel search", 5, null, null ], [ 1580972971000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Self-employed (freelance)", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which);First via Instagram then join telegram", 4, "I just joined.", "Yup about Reinforcement analysis,image analysis, how to get live projects" ], [ 1580319592000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Unemployed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#CV #DL #imageprocessing #videolearning;#RL #DL;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1580316530000000000, "Russia", "GMT+3", "Graduate", "Employed remotely", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Found online in some list (specify which)", 4, "Too complex", null ], [ 1580321451000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "DS manager (Manage DS team or product)", "31-42", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "Interesting and useful posts", null ], [ 1580345072000000000, "Russia", "GMT+3", "Graduate", "Employed", "Senior", "31-42", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "I never recommend tg channels, so it's pretty random", null ], [ 1580344119000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "31-42", "Nope, need more information", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "Not all of my friends nkow English well", null ], [ 1580345306000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Nope, less frequent posting will be all right by me", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 3, "-", null ], [ 1580428434000000000, "Russia", "GMT+3", "No degree at all, still learning / self-taught", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1580744282000000000, "Spain", "GMT+1", "Graduate", "Employed remotely", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Forward from a friend", 5, "I love the channel", null ], [ 1580401126000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed remotely", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "nice channel, grats", null ], [ 1580315479000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "31-42", "Nope, less frequent posting will be all right by me", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "it's ok", "post some jobs with salary ranges, especially remote ones" ], [ 1580830266000000000, "Russia", "GMT+11", "No degree at all, still learning / self-taught", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1580322239000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 4, null, null ], [ 1581343358000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "All is great ", null ], [ 1581338626000000000, "Spain", "GMT+1", "Post-Doc", "Employed", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "It is up to date", null ], [ 1580401511000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "good channel", null ], [ 1580872286000000000, "Ukraine", "GMT+2", "PhD", "Employed", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "-", null ], [ 1580874234000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "31-42", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Cool ML stuff!", null ], [ 1581294016000000000, "Ukraine", "GMT+3", "PhD", "Employed remotely", "Non-DS manager", "31-42", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Learn something new for me is always on the time", "Wish you an inspiration and good motivation" ], [ 1581289323000000000, "Spain", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Forward to the group (specify which)", 3, "Don't have many friends interested", null ], [ 1580405606000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "The channel is not spammed and is free from trolls", "Thank you for the informative posts and polls" ], [ 1580771309000000000, "India", "GMT+5", "PhD", "Employed", "Non-DS manager", "31-42", "Nope, less frequent posting will be all right by me", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 3, "Have not found it useful yet", null ], [ 1580406423000000000, "Russia", "GMT+3", "Graduate", "Self-employed (co-founder / owner)", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Awesome materials", null ], [ 1580755832000000000, "Ukraine", "GMT+2", "PhD", "Employed", "Non-DS manager", "31-42", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 5, "Well gathered news ", null ], [ 1580904587000000000, "Russia", "GMT+3", "PhD", "Employed", "Senior", "31-42", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, null, null ], [ 1580425420000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed remotely", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "It's all ok", "#RL #DL", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Because", null ], [ 1580763190000000000, "Ukraine", "GMT+2", "Graduate", "Unemployed", "Middle", "31-42", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Forward from a friend", 5, "Info relevance", null ], [ 1580871998000000000, "Russia", "GMT+3", "No degree at all, still learning / self-taught", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "Content is the driver", null ], [ 1580656036000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Senior", "31-42", "Nope, need more information", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, null, null ], [ 1581153052000000000, "India", "GMT-5", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 4, "Contents", null ], [ 1580816501000000000, "Spain", "GMT-1", "PhD", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "Quality of content", null ], [ 1580747717000000000, "Russia", "GMT+7", "Graduate", "Employed remotely", "Middle", "31-42", "Nope, less frequent posting will be all right by me", "Need more beginners' stuff", "#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 3, "you asked to vote for diversity", null ], [ 1581112315000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Need more specific and complicated materials", "#RL #DL;#Academia #Meta #Research", "Telegram channel search", 4, "The lot of information can be found on the internet. The telegram channel is one of the sources. It is not necessary to join channel", null ], [ 1581122764000000000, "Russia", "GMT+3", "Graduate", "Self-employed (co-founder / owner)", "DS manager (Manage DS team or product)", "31-42", "Yes, it's about perfect", "It's all ok", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "habr.com", 4, null, "I would be happy to see more materials related to time series modelling and/or classification problems rather than NN/RL/CV articles we've been seeing lately. It might be just me though :)" ], [ 1581121980000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Self-employed (co-founder / owner)", "DS manager (Manage DS team or product)", "31-42", "Yes, it's about perfect", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "Contee", null ], [ 1580330112000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "Nice materials", null ], [ 1580329620000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "31-42", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Great content", null ], [ 1580750747000000000, "Russia", "GMT+3", "Graduate", "Employed remotely", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1581121042000000000, "Ukraine", "GMT+2", "Graduate", "Self-employed (freelance)", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more specific and complicated materials", "#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580327267000000000, "Ukraine", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed remotely", "Novice (Studying courses, active learning)", "31-42", "Nope, need more information", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 5, "This field should not be required", null ], [ 1580320801000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "dont remember", 4, "content", null ], [ 1581120256000000000, "Spain", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "Content", null ], [ 1580748915000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 3, "Not much time to look up all previous messages. ", null ], [ 1580328970000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "advice from tutor", 5, "Actual information", "Please help me to enter in the Data Analysing crew ))" ], [ 1580321000000000000, "Spain", "GMT", "PhD", "Employed", "Senior", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Found online in some list (specify which)", 4, "I consider a good source of updated filtered information", "Thanks for the initiative. Please be conscious about the tags used since the channel is frequently used for searchs related to certain topics." ], [ 1580746430000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Content is very concise and very informative.", null ], [ 1580745187000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Unemployed", "Novice (Studying courses, active learning)", "31-42", "Nope, need more information", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 3, "More posting required in this channel", null ], [ 1580745168000000000, "Ukraine", "GMT+2", "PhD", "Employed", "Non-DS manager", "31-42", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 5, "Well gathered news ", null ], [ 1580320450000000000, "India", "GMT+5", "Post-Doc", "Employed", "Middle", "31-42", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 3, "To know more", null ], [ 1581125041000000000, "Russia", "GMT-4", "PhD", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Forward to the group (specify which)", 2, "for fun", "Yes i am ready." ], [ 1580330565000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement", "Forward to the group (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Interesting articles", null ], [ 1581120309000000000, "Ukraine", "GMT+2", "PhD", "Employed", "DS manager (Manage DS team or product)", "31-42", "Yes, it's about perfect", "It's all ok", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1580744698000000000, "Italy", "GMT+2", "Graduate", "Student", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "because it's very usefull! ", null ], [ 1580330710000000000, "Italy", "GMT+1", "Graduate", "Employed", "Senior", "31-42", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "Channel keep for me an open mindset", "Go on!" ], [ 1580752085000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Value of information", null ], [ 1581128502000000000, "Italy", "GMT+1", "Graduate", "Student + part time job", "Middle", "31-42", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 3, "Time", null ], [ 1581112131000000000, "Italy", "GMT+1", "PhD", "Employed", "DS manager (Manage DS team or product)", "31-42", "Yes, it's about perfect", "It's all ok", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "nice to have", null ], [ 1580330851000000000, "Russia", "GMT+3", "Graduate", "Employed remotely", "Senior", "31-42", "Nope, need more information", "It's all ok", "#CV #DL #imageprocessing #videolearning;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Don't remember your channel))", null ], [ 1581164105000000000, "Italy", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "42+", "Yes, it's about perfect", "Need more beginners' stuff", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "The channel is a source of information you should look for in different site. It’s quite useful and fast to read", null ], [ 1581120573000000000, "Italy", "GMT+1", "Graduate", "Self-employed (freelance)", "Novice (Studying courses, active learning)", "42+", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "I simply like it.", "Keep going..." ], [ 1580870658000000000, "Italy", "GMT+1", "Graduate", "Employed", "DS manager (Manage DS team or product)", "42+", "Yes, it's about perfect", "It's all ok", "#Academia #Meta #Research", "Telegram channel search", 4, "Good articles", null ], [ 1581114708000000000, "Ukraine", "GMT-1", "PhD", "Self-employed (co-founder / owner)", "Middle", "42+", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "Be smart)", null ], [ 1580477067000000000, "Russia", "GMT+3", "PhD", "Self-employed (co-founder / owner)", "DS manager (Manage DS team or product)", "42+", "Nope, need more information", "Need more specific and complicated materials", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;FOSS DS & ML codes; Rule-based & ML convergence; nonlinear systems identification & ML", "Telegram channel search", 4, "Almost perfect match to my research", "Please extend the info collecting scope beyond popular USA journals and blogs towards more original research from other scientific communities" ], [ 1581179351000000000, "Russia", "GMT-3", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "42+", "Nope, need more information", "Need more specific and complicated materials", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 5, "Information should be available to all", null ], [ 1580320456000000000, "Spain", "GMT+1", "Graduate", "Employed remotely", "Middle", "42+", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "I find it a useful source of information", "Thanks for the good work, keep going!!!" ], [ 1581121068000000000, "Russia", "GMT+7", "Graduate", "Self-employed (co-founder / owner)", "DS manager (Manage DS team or product)", "42+", "Yes, it's about perfect", "It's all ok", "#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "I like it", null ], [ 1580320668000000000, "Russia", "GMT+3", "PhD", "Employed", "Middle", "42+", "Yes, it's about perfect", "It's all ok", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "A lot of useful stuff", "Just doo what you do" ] ], "hoverlabel": { "namelength": 0 }, "hovertemplate": "Country=%{customdata[1]}
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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eda.plot_age_experience()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 07 Is the audience satisfied about the material and update frequency?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One of the main reasons behind the survey is to understand if the audience is satified about the complexity of the material.\n", "To better understand if the audience is satisfied we can (again) use a Violin Plot." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "box": { "visible": false }, "customdata": [ [ 1580315457000000000, "Ukraine", "GMT+3", "Undergrad", "Student + part time remote job", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "All stuff is absolutely brilliant! Thank you for your work and creativity! =)", null ], [ 1580315479000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "31-42", "Nope, less frequent posting will be all right by me", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "it's ok", "post some jobs with salary ranges, especially remote ones" ], [ 1580315568000000000, "Ukraine", "GMT+2", "PhD", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 3, null, null ], [ 1580315607000000000, "Italy", "GMT+1", "No degree at all, still learning / self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Mainly due to material shared", null ], [ 1580315629000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;RecSys, Network analysis", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 2, "It's not super useful actually. Good enough to stay informed about the industry and research", null ], [ 1580315652000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 5, "It's useful", null ], [ 1580315767000000000, "India", "GMT+5", "Undergrad", "Self-employed (co-founder / owner)", "Middle", "18-24", "Nope, need more information", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Organised Content", "None" ], [ 1580315773000000000, "Kazakhstan", "GMT+6", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;Graph ML", "Forward from a friend", 5, "DS breakfasts are amazing.", null ], [ 1580315827000000000, "Russia", "GMT+7", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "DS manager (Manage DS team or product)", "18-24", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#DataProducts #DSManagement", "Found online in some list (specify which);some habr topN", 4, "become better cv engineer and keep myself relevant with sota approaches", null ], [ 1580315881000000000, "France", "GMT+1", "PhD", "Self-employed (co-founder / owner)", "Senior", "31-42", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 5, "Relevant content", null ], [ 1580315905000000000, "Russia", "GMT+5", "No degree at all, still learning / self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "variety and complexity of material", null ], [ 1580316000000000000, "Ukraine", "GMT+1", "Graduate", "Student", "Middle", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL", "Forward from a friend", 5, "Quality of papers/news posted in the channel.", null ], [ 1580316015000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;Papers, papers, papers! (as you already do)", "Forward to other channel (specify which);Telegram channel search", 5, "I find ALL your posts relevant to the field, with specific material and up-to-tomorrow information", "Thank you very much. Keep going: I'm following!" ], [ 1580316195000000000, "Russia", "GMT-4", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Digest", null ], [ 1580316350000000000, "Russia", "GMT+3", "Undergrad", "Student + part time job", "Middle", "18-24", "Nope, less frequent posting will be all right by me", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward to other channel (specify which)", 3, "I rarely recommend channels", null ], [ 1580316393000000000, "United Kingdom", "GMT", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1580316406000000000, "India", "GMT-5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Self-employed (freelance)", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 4, "Research", "I'm working on AI product and it has increased passion in me and want to do more research on AI" ], [ 1580316530000000000, "Russia", "GMT+3", "Graduate", "Employed remotely", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Found online in some list (specify which)", 4, "Too complex", null ], [ 1580317149000000000, "Ireland", "GMT", "PhD", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend;It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Short and useful summaries of complex papers especially in NLP field", null ], [ 1580317337000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Very useful, but sometimes communication is toxic", null ], [ 1580317657000000000, "Russia", "GMT+3", "PhD", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "a lot of rl and nlp stuff, but i more interested in cv and efficiency", null ], [ 1580318649000000000, "Romania", "GMT+2", "PhD", "Employed", "Middle", "31-42", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "Material quality", null ], [ 1580318966000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Great follow up with the latest development in the field", null ], [ 1580319194000000000, "Russia", "GMT+5", "No degree at all, still learning / self-taught", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning", "Don't remember", 5, "It's not tiring and it's usefull", "I'm Student (bachelor) + Employed (full time) and there is no such an option. So please add this if it's not too late" ], [ 1580319592000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Unemployed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Too complex", "#CV #DL #imageprocessing #videolearning;#RL #DL;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1580320228000000000, "Italy", "GMT+1", "Post-Doc", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward to other channel (specify which);Telegram channel search", 5, null, null ], [ 1580320245000000000, "United Kingdom", "GMT", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "norm content + hashtags", null ], [ 1580320252000000000, "Russia", "GMT+3", "PhD", "Employed", "Senior", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 5, null, null ], [ 1580320289000000000, "Russia", "GMT+3", "Graduate", "Employed", "Senior", "18-24", "Yes, it's about perfect", "Too simple", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Forward from a friend", 4, "materials are quite good but there are more useful channels out there", null ], [ 1580320306000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1580320310000000000, "Italy", "GMT+1", "Graduate", "Student + part time job", "Middle", "18-24", "Nope, need more information", "Too simple", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward to other channel (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, "Subject", "Please provide materials" ], [ 1580320333000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which)", 4, "Improvement of DS skills and knowledge ", null ], [ 1580320339000000000, "Russia", "GMT+3", "Graduate", "Employed", "Non-DS manager", "25-30", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Good material in channel ", null ], [ 1580320377000000000, "Indonesia", "GMT+7", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "I feel excited to read new information in this group", "I'm still learning now, I want to learn more about DS in fundamental way" ], [ 1580320385000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "The up to date content you guys try to post.", "Kudos! Keep up the good work!" ], [ 1580320387000000000, "Russia", "GMT-7", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Forward to the group (specify which);Ods slack", 4, null, null ], [ 1580320412000000000, "Nigeria", "GMT+1", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, less frequent posting will be all right by me", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "It's a really good channel ", null ], [ 1580320423000000000, "Russia", "GMT+3", "Graduate", "Employed remotely", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 5, "Telegram is the my main channel of communication and educational newsfeed, as well, I think that's why.", null ], [ 1580320430000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which);Telegram channel search", 3, "content", null ], [ 1580320437000000000, "Brazil", "GMT-3", "Graduate", "Student + part time job", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, ".", "Keep it up, guys!" ], [ 1580320450000000000, "India", "GMT+5", "Post-Doc", "Employed", "Middle", "31-42", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 3, "To know more", null ], [ 1580320451000000000, "Czech Republic", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Material quality is nice ", null ], [ 1580320456000000000, "Spain", "GMT+1", "Graduate", "Employed remotely", "Middle", "42+", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "I find it a useful source of information", "Thanks for the good work, keep going!!!" ], [ 1580320474000000000, "Italy", "GMT+1", "Graduate", "Self-employed (co-founder / owner)", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "I think it's useful to monitor what is new and is useful", null ], [ 1580320498000000000, "India", "GMT-5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580320512000000000, "Ukraine", "GMT+2", "No degree at all, still learning / self-taught", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Enjoying the content level", null ], [ 1580320524000000000, null, "GMT+1", "Graduate", "Student", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 4, "Good quality, different levels contents", "Less python, more Julia ;P" ], [ 1580320538000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 5, "Really nice posts that help being updated with SOTA", null ], [ 1580320546000000000, "Russia", "GMT-3", "Graduate", "Employed", "Middle", "25-30", "Nope, need more information", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "New knowledge ", null ], [ 1580320572000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Content", null ], [ 1580320577000000000, "Ukraine", "GMT+3", "Graduate", "Unemployed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which);Telegram channel search", 4, "I like this channel, but there is not much info for me", null ], [ 1580320600000000000, "Russia", "GMT+3", "Graduate", "Student + part time remote job", "Middle", "25-30", "Nope, need more information", "Perfect", "ASR", "Found online in some list (specify which)", 5, "8", null ], [ 1580320611000000000, "India", "GMT-5", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 3, "It has mostly research oriented approach, I read the papers but not much useful for novices like me.", null ], [ 1580320617000000000, "India", "GMT+5", "Undergrad", "Student + part time job", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Its good for DS Beginners", null ], [ 1580320627000000000, "Russia", "GMT-3", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#RL #DL;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Interesting articles devoted to examples from research practice ❤️", null ], [ 1580320641000000000, "Indonesia", "GMT-8", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed remotely", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Forward from a friend", 4, "Because the content that posted here is interesting and updated", null ], [ 1580320665000000000, "Italy", "GMT+1", "Graduate", "Student", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 3, "colleague have many channels", null ], [ 1580320668000000000, "Russia", "GMT+3", "PhD", "Employed", "Middle", "42+", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "A lot of useful stuff", "Just doo what you do" ], [ 1580320703000000000, "India", "GMT-5", "Graduate", "Employed", "Middle", "25-30", "Nope, need more information", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 4, "Relevant posts/links", null ], [ 1580320721000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;And maybe some new, biology inspired models", "Telegram channel search", 5, "I am interested in this industry and it is a good news source", null ], [ 1580320754000000000, "Belarus", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "I'm found here a lot of useful and interesting articles, researches", "Thank you a lot for what you do! It will be great if you recommend more books, not only articles!" ], [ 1580320790000000000, null, "GMT", "Graduate", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, null, null ], [ 1580320801000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "dont remember", 4, "content", null ], [ 1580320875000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580320887000000000, "India", "GMT-8", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1580320975000000000, "Belarus", "GMT+3", "Graduate", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which)", 4, null, null ], [ 1580320994000000000, "Belarus", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "42+", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 5, "-", null ], [ 1580321000000000000, "Spain", "GMT", "PhD", "Employed", "Senior", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Found online in some list (specify which)", 4, "I consider a good source of updated filtered information", "Thanks for the initiative. Please be conscious about the tags used since the channel is frequently used for searchs related to certain topics." ], [ 1580321018000000000, "Russia", "GMT+5", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580321226000000000, "Austria", "GMT+1", "PhD", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "?", null ], [ 1580321277000000000, "Russia", "GMT+3", "PhD", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "I recommended the channel to my friend and he liked it", "It would be great to see some speech processing related posts sometimes" ], [ 1580321294000000000, "India", "GMT-5", "Undergrad", "Student", "Middle", "18-24", "Nope, need more information", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "Content", null ], [ 1580321298000000000, "Russia", "GMT+3", "PhD", "Student + part time job", "Senior", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, "When posting new stuff, link to old posts in the channel, provide more references." ], [ 1580321311000000000, "Russia", "GMT+4", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed remotely", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Good quality of articles", null ], [ 1580321384000000000, "Dominican Republic", "GMT+4", "Graduate", "Employed", "Middle", "31-42", "Nope, need more information", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Forward to other channel (specify which);Telegram channel search", 5, "The information is quite accurate, very detailed and with wonderful examples ", null ], [ 1580321451000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "DS manager (Manage DS team or product)", "31-42", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "Interesting and useful posts", null ], [ 1580321549000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, null, null ], [ 1580321550000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research", "Forward from a friend", 5, "I like it", null ], [ 1580321565000000000, "Mexico", "GMT-6", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "I don't know many ds channels and it's always interesting to share some good info out", "To be honest, I don't spend a lot of time on the channel but I like to sometimes get into it and check the shared content to learn something or to entertain myself. Never disappointed." ], [ 1580321600000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "data", null ], [ 1580321841000000000, "Kenya", "GMT+3", "Graduate", "Self-employed (freelance)", "Readonly (Just started, don't know how to run python script)", "25-30", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "It has been helpful", null ], [ 1580321894000000000, "Russia", "GMT+5", "PhD", "Employed", "Middle", "25-30", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, null, null ], [ 1580321977000000000, "Spain", "GMT+1", "PhD", "Student", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "like the content", null ], [ 1580322231000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580322239000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 4, null, null ], [ 1580322280000000000, "Argentina", "GMT-3", "Undergrad", "Student + part time job", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Telegram channel search", 5, "Quality content and update frequency", null ], [ 1580322455000000000, "Indonesia", "GMT+7", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Too simple", "#NLP #NLU #conversational #dialoguesystem #QA", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "I learn many things from this channel", null ], [ 1580322554000000000, "India", "GMT-5", "Undergrad", "Unemployed", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 5, "Information", "Keep DOING plz" ], [ 1580322554000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;It would be good to start a fellow channel with memes apart from main channel", "Found online in some list (specify which)", 4, "websearh", null ], [ 1580322560000000000, "Ukraine", "GMT+2", "Graduate", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 5, null, null ], [ 1580322583000000000, "Russia", "GMT+10", "No degree at all, still learning / self-taught", "Self-employed (co-founder / owner)", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research", "Telegram channel search", 5, "There are few useful DS channels. Your's is the one of them.", null ], [ 1580322614000000000, "Belarus", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "idk", null ], [ 1580322735000000000, "India", "GMT+5", "Undergrad", "Unemployed", "Middle", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Found online in some list (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Frequent updates", "I am quite new to this group. " ], [ 1580322817000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "25-30", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Material", null ], [ 1580323180000000000, "Malaysia", "GMT+8", "Graduate", "Student", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning", "Found online in some list (specify which)", 4, null, null ], [ 1580323359000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 4, "?", null ], [ 1580323391000000000, "Ukraine", "GMT+2", "Undergrad", "Student + part time remote job", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Too complex", "#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which);One of the interviews on YouTube", 4, "I have many friends who are interested in this area.", null ], [ 1580323500000000000, "Saudi Arabia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 5, "Keeping me updated on recent techniques and research", null ], [ 1580323684000000000, "India", "GMT", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Nope, need more information", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 3, "Members of this group should also present Job posting related to data science", null ], [ 1580323783000000000, "Italy", "GMT+1", "Undergrad", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Nice papers and post about DS", null ], [ 1580323882000000000, "France", "GMT+1", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Forward to the group (specify which)", 4, "SOTA News", null ], [ 1580324034000000000, "Russia", "GMT+3", "PhD", "Employed", "DS manager (Manage DS team or product)", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Useful overview of the latest ML news", null ], [ 1580324288000000000, "Russia", "GMT+3", "Undergrad", "Student + part time job", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward to other channel (specify which)", 4, null, null ], [ 1580324327000000000, null, "GMT+1", "Graduate", "Self-employed (freelance)", "Readonly (Just started, don't know how to run python script)", "42+", "Yes, it's about perfect", "Too complex", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, null, null ], [ 1580324712000000000, "Czech Republic", "GMT-1", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Self-employed (co-founder / owner)", "Novice (Studying courses, active learning)", "42+", "Yes, it's about perfect", "Too complex", "#CV #DL #imageprocessing #videolearning", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1580325246000000000, "Russia", "GMT-3", "Undergrad", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 3, null, null ], [ 1580325756000000000, "Russia", "GMT-5", "No degree at all, still learning / self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580325989000000000, "Netherlands", "GMT+1", "Graduate", "Student + part time job", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Telegram channel search", 3, "no friends", null ], [ 1580326368000000000, "Ukraine", "GMT+2", "Graduate", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#DSWithoutFormulas #Common #UnderstandableDS", "Found online in some list (specify which);github.com/goq/telegram-list", 4, "Channel is good but I have no friends.", "Your announces about meetings in another countries are quite boring." ], [ 1580326684000000000, "Ukraine", "GMT+3", "Graduate", "Employed", "Senior", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "All are great", null ], [ 1580326857000000000, "Russia", "GMT+3", "Undergrad", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 3, "Some topics are too complex.", null ], [ 1580327267000000000, "Ukraine", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed remotely", "Novice (Studying courses, active learning)", "31-42", "Nope, need more information", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 5, "This field should not be required", null ], [ 1580327293000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Love our community", null ], [ 1580327740000000000, "Spain", "GMT+2", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;Time series", "Telegram channel search", 5, "Relevant posts about tools and techniques", null ], [ 1580327963000000000, "Germany", "GMT+1", "Graduate", "Student + part time job", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "2nd Google hit for \"data science telegram\"", 5, "It has the strongest focus on DS", null ], [ 1580328970000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "advice from tutor", 5, "Actual information", "Please help me to enter in the Data Analysing crew ))" ], [ 1580329011000000000, "India", "GMT+2", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, null, null ], [ 1580329620000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "31-42", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Great content", null ], [ 1580329821000000000, "Spain", "GMT", "PhD", "Student + part time job", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "There are nice posts with helpful information", null ], [ 1580330112000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "Nice materials", null ], [ 1580330527000000000, "Pakistan", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Self-employed (co-founder / owner)", "Novice (Studying courses, active learning)", "31-42", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "To let admin improve the channel", null ], [ 1580330565000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement", "Forward to the group (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Interesting articles", null ], [ 1580330710000000000, "Italy", "GMT+1", "Graduate", "Employed", "Senior", "31-42", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "Channel keep for me an open mindset", "Go on!" ], [ 1580330739000000000, "India", "GMT+5", "Undergrad", "Student", "Middle", "18-24", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL", "Telegram channel search", 4, "🤔🤔🤔", null ], [ 1580330776000000000, "Brazil", "GMT-3", "Graduate", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "don't remember", 4, "Usually I get aware of things I don't get from other communities.", "I answered it's all ok in 'Are you satisfied with channel's material complexity?', but I wouldn't mind if it got some sort of mix between easy and hard stuff." ], [ 1580330808000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Solid, interesting content and the ease of learning about new stuff in ml field", "keep up the great work)" ], [ 1580330851000000000, "Russia", "GMT+3", "Graduate", "Employed remotely", "Senior", "31-42", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Don't remember your channel))", null ], [ 1580330998000000000, null, "GMT+2", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "ODS ", 5, "Fresh news", null ], [ 1580331650000000000, "Russia", "GMT+3", "Graduate", "Employed remotely", "Middle", "25-30", "Yes, it's about perfect", "Too complex", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1580332329000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#RL #DL;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "I follow several telegram channels about DS/ML/AI, and here I usually find good posts.", null ], [ 1580335389000000000, "Russia", "GMT+3", "Graduate", "Student", "Middle", "18-24", "Nope, less frequent posting will be all right by me", "Too complex", "#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Frequency of posting, usefull not one-time material", null ], [ 1580335851000000000, "Ethiopia", "GMT-12", "Undergrad", "Employed", "Non-DS manager", "25-30", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 1, "Because I want to be a data science scientist.", "I need your help because I want to know this lesson well. So what should I do? I'm going to be a data scientist. But I humbly ask you to provide me with every opportunity to end my life." ], [ 1580336686000000000, "Russia", "GMT+3", "Graduate", "Employed", "Senior", "25-30", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, "complexity, still no truly understand for this channel for", null ], [ 1580337955000000000, null, "GMT-3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "42+", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 5, "Contents", null ], [ 1580338602000000000, "Russia", "GMT-3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 3, "I'm new here", null ], [ 1580338863000000000, "Russia", "GMT-3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Too complex", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Idk, good to be part of the community in this way as well", null ], [ 1580344119000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "31-42", "Nope, need more information", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "Not all of my friends nkow English well", null ], [ 1580344263000000000, "Italy", "GMT+1", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL", "Telegram channel search", 5, "Good contents", null ], [ 1580345072000000000, "Russia", "GMT+3", "Graduate", "Employed", "Senior", "31-42", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "I never recommend tg channels, so it's pretty random", null ], [ 1580345306000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Nope, less frequent posting will be all right by me", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 3, "-", null ], [ 1580349141000000000, "France", "GMT+1", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "More relevant and interesting than most other resources", "- would be nice to have a way to share views (comments ?)\n\n- would be nice to discuss or have resources on methodology / management of algorithmic projects" ], [ 1580349935000000000, "India", "GMT+5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 3, "I will prefer this channel to my friends if it will gonna help them, I have been connected with this channel since few weeks but still didn't get anything. So, how can I prefer this to someone.", "Please provide data for beginners also and more frequently " ], [ 1580351277000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Forward from a friend", 4, "Informative", null ], [ 1580357826000000000, "Mexico", "GMT-6", "Graduate", "Self-employed (freelance)", "Readonly (Just started, don't know how to run python script)", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580364787000000000, "Nigeria", "GMT+1", "Graduate", "Unemployed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "I find it very helpful and informative ", null ], [ 1580369725000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Telegram channel search", 4, "Nothing", null ], [ 1580377750000000000, "Brazil", "GMT-3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, "Thanks" ], [ 1580389555000000000, "Austria", "GMT-2", "Graduate", "Employed", "Senior", "31-42", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Forward from a friend", 5, null, null ], [ 1580398669000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "Too complex", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "More information ", "Please show the current market trend what to do , and how to gain practical knowledge " ], [ 1580401126000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed remotely", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "nice channel, grats", null ], [ 1580401155000000000, "Russia", "GMT+3", "Undergrad", "Employed remotely", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "It's soo good", null ], [ 1580401194000000000, "Ukraine", "GMT+2", "Graduate", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward to other channel (specify which)", 4, null, null ], [ 1580401220000000000, "Germany", "GMT+1", "Graduate", "Student", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "Interessting, Keep up to date", null ], [ 1580401322000000000, "United Kingdom", "GMT", "Undergrad", "Student + part time job", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "I love the content, but for me as a beginner some beginner stuffs could do some good", "Having a poll on topics to be discussed and having webinars on the same would be a good idea." ], [ 1580401352000000000, "India", "GMT-5", "Undergrad", "Employed", "Middle", "18-24", "Nope, need more information", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Telegram channel search", 4, "Its all good with updated info about data science which is required for this continuously changing field", null ], [ 1580401426000000000, "Austria", "GMT+1", "PhD", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "I like the posts, even though for my research they focus too much on NLP while I work mostly on CV and fault tolerance", null ], [ 1580401511000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "good channel", null ], [ 1580401701000000000, "Russia", "GMT+3", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Forward from a friend", 4, "-", null ], [ 1580401779000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "Good information", null ], [ 1580401792000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "Perfect", "#Academia #Meta #Research;#DataProducts #DSManagement", "Forward from a friend", 5, "Content.", "Можете, могЁте!" ], [ 1580401817000000000, "Spain", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "Found online in some list (specify which)", 4, "I like the content", null ], [ 1580401906000000000, "United States", "GMT-7", "No degree at all, still learning / self-taught", "Self-employed (co-founder / owner)", "Non-DS manager", "31-42", "Nope, less frequent posting will be all right by me", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#Fun #DSHumour memes, funny pics", "Telegram channel search", 3, "Good channel, a bit too disorganized and linguistically confusing at times to earn a top 5 score. ", null ], [ 1580401938000000000, "Spain", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "The most common way to get info is by pulling it, so not everbody works fine with this kind of info \"push\" channels. Even that, I consider you give interesting content.", null ], [ 1580402015000000000, "Ukraine", "GMT+2", "No degree at all, still learning / self-taught", "Student + part time job", "Middle", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "It would be nice to have more novice material since one can`t be expert in a variety of domains e.g. as a computer vision engineer and predictive analytics expert I have to ignore complex post about NLP but definitely would like to read some begginers materials ", null ], [ 1580402027000000000, "Russia", "GMT+3", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "Idk\n", null ], [ 1580402066000000000, "India", "GMT-5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 5, "Love DS", null ], [ 1580402204000000000, "Armenia", "GMT+1", "Graduate", "Student + part time job", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "good content, up to date", "it would be nice to have a feedback channel (or a parallel group for discussions)" ], [ 1580402225000000000, "Germany", "GMT+1", "Graduate", "Student + part time job", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1580402306000000000, "India", "GMT+5", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend;It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Content", null ], [ 1580402307000000000, "India", "GMT-5", "No degree at all, still learning / self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Found online in some list (specify which)", 5, "I am loving my time till now", "I'm trying to get into Data science, I want an advice, whether or not I pursue an MS in Data science, or do I self learn and take up a job" ], [ 1580402409000000000, "Brazil", "GMT-3", "Undergrad", "Student + part time job", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Good content", null ], [ 1580402656000000000, "Russia", "GMT+4", "PhD", "Employed", "Senior", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580403308000000000, "Russia", "GMT-3", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which);McKinsey channels", 5, "I like the content", "More content for beginners please.\nHow to start if you want to developers in that sphere." ], [ 1580403443000000000, "Spain", "GMT+1", "PhD", "Student", "Middle", "25-30", "Nope, need more information", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "Forward from a friend", 4, "There's some interesting material, but there could be more", null ], [ 1580403858000000000, "India", "GMT+5", "Undergrad", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 5, "Quality of information", null ], [ 1580404057000000000, "India", "GMT+5", "Undergrad", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 5, "I found relevant content at one place ", null ], [ 1580405125000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "It contains a lot of relevant information which can be helpful for my DS colleagues", null ], [ 1580405251000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "I get to know about new articles from this channel", null ], [ 1580405298000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Telegram channel search", 5, "High level of relevant and intersing news about DS and ML world.", null ], [ 1580405606000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "The channel is not spammed and is free from trolls", "Thank you for the informative posts and polls" ], [ 1580405609000000000, "India", "GMT-5", "Graduate", "Unemployed", "Middle", "25-30", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#DataProducts #DSManagement", "Telegram channel search", 4, "Good content", null ], [ 1580406423000000000, "Russia", "GMT+3", "Graduate", "Self-employed (co-founder / owner)", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Awesome materials", null ], [ 1580407411000000000, "Uzbekistan", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Found online in some list (specify which)", 3, "It may be too complicated for general audience ", "Use more instant view feature" ], [ 1580408409000000000, "Israel", "GMT-6", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 4, " My friends aren't intrested in this subject ", null ], [ 1580409036000000000, "Brazil", "GMT-3", "Post-Doc", "Employed", "Senior", "42+", "Yes, it's about perfect", "Perfect", "#RL #DL;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Forward to other channel (specify which)", 4, "Reasonable content", null ], [ 1580409459000000000, "Russia", "GMT+3", "Graduate", "Self-employed (co-founder / owner)", "Readonly (Just started, don't know how to run python script)", "25-30", "Yes, it's about perfect", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Interesting cases and examples, but would be great if you can post more practical researches ", "Good luck! " ], [ 1580409715000000000, "Russia", "GMT+3", "PhD", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "It provides easy way to stay updated in the field -- you can explore in details topic you like or need and stay informed about others", null ], [ 1580410433000000000, "India", "GMT+5", "Undergrad", "Student", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "Telegram channel search", 5, "I like the standards of the posts", null ], [ 1580410603000000000, "Brazil", "GMT-3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Awesome and easy to access content. ", null ], [ 1580410763000000000, "India", "GMT+5", "Undergrad", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#DSWithoutFormulas #Common #UnderstandableDS", "Forward from a friend", 4, "Quality content", null ], [ 1580412459000000000, null, "GMT", "Graduate", "Student", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Interesting papers, seems like a lot of NLP though...", "Anyone in Antwerp? :-)\nSuggestion: Have a currently doing a PhD option " ], [ 1580413937000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "I gave 4 instead of 5 because I don't read the channel really often, so I'm still not able to say something like: \"hey man, this channel is awesome, have a look!\"", null ], [ 1580414833000000000, "Tajikistan", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 4, "It’s productive.", "Math strategies for Data Science." ], [ 1580416644000000000, "India", "GMT+5", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 5, "You guys make sure I am updated with current progress.", "Hey guys,first of all,you are 💕. I would like to integrate post with the arxiv vanity page.So the papers can be viewed directly as a webpage by the Instant view feature of telegram." ], [ 1580418839000000000, "France", "GMT+1", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Too complex", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics;Sometimes I have 5 min to read the news and I dont want to dive into details of the model. ", "Forward to the group (specify which);Forward from a friend;ods", 5, "Frequent updates from different fields of DS that helps me find new topics without googling each topic separately. ", null ], [ 1580422442000000000, "Russia", "GMT-3", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "Perfect", "#RL #DL;Causal inference, uplift models, model explanation, causality", "Forward from a friend", 5, "Not much alternatives", "Good job guys" ], [ 1580425420000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed remotely", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Perfect", "#RL #DL", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Because", null ], [ 1580428434000000000, "Russia", "GMT+3", "No degree at all, still learning / self-taught", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1580429583000000000, "Spain", "GMT+1", "Graduate", "Student + part time job", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Forward from a friend", 4, "I learn a lot of the latest dl papers from you guys :)", null ], [ 1580431724000000000, "Switzerland", "GMT+1", "Undergrad", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, null, "Thank you guys, you are awesome. Keep the algorithm running! ;)" ], [ 1580435153000000000, "Germany", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 5, "Nice content no spam not too much posting can keep up with reading", null ], [ 1580438588000000000, "Russia", "GMT+1", "Undergrad", "Student + part time job", "Middle", "18-24", "Yes, it's about perfect", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Found online in some list (specify which)", 5, "Frequency of new publication", null ], [ 1580451650000000000, "United States", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "I gave 4 stars because, I an trying to be a well versed Data Scientist and I need more real-time coding and learning examples. ", "Please share mid level coding and real-time examples and also materials useful to go ahead in this amazing field. " ], [ 1580472061000000000, "United States", "GMT-8", "Graduate", "Student + part time job", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;End to end learning opportunities ", "Telegram channel search", 5, "Good content. Keeps us updated whether we are worth the knowledge or not. ", "Post the things that can be helpful in creating a resume which can be easily picked. It helps us to give more interviews and boosts confidence in us. Right now i am searching for full time jobs, but haven’t received a single interview call. I have applied for more than 50-60 jobs. " ], [ 1580472904000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 5, "Quality of the content", "You're doing great job! " ], [ 1580473667000000000, "Spain", "GMT+9", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Forward from a friend", 4, "Good resource to discover content.", null ], [ 1580475743000000000, "India", "GMT-12", "Undergrad", "Unemployed", "Middle", "18-24", "Nope, need more information", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "Data you collected", null ], [ 1580477067000000000, "Russia", "GMT+3", "PhD", "Self-employed (co-founder / owner)", "DS manager (Manage DS team or product)", "42+", "Nope, need more information", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;FOSS DS & ML codes; Rule-based & ML convergence; nonlinear systems identification & ML", "Telegram channel search", 4, "Almost perfect match to my research", "Please extend the info collecting scope beyond popular USA journals and blogs towards more original research from other scientific communities" ], [ 1580479878000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Too simple", "#RL #DL;#Academia #Meta #Research", "Forward from a friend", 3, "Messages about breakfasts", null ], [ 1580484304000000000, "Russia", "GMT+3", "Undergrad", "Employed remotely", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "It's soo good", null ], [ 1580486173000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 4, null, null ], [ 1580494338000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "A lot of very intresting materials although sometimes it too complicated ", null ], [ 1580512302000000000, "India", "GMT-5", "Graduate", "Student", "Middle", "18-24", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Telegram channel search", 4, "More varied topics should be discussed recent posts are of bert nd transformer based", null ], [ 1580512992000000000, "Ukraine", "GMT+2", "Graduate", "Student + part time job", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, ".", null ], [ 1580536249000000000, "Malaysia", "GMT+8", "Undergrad", "Employed", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, "I frequently open up this channel, but will open if I noticed very interesting topic posted.", null ], [ 1580594300000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Too simple", "#Academia #Meta #Research;#DataProducts #DSManagement;DS-based Software Development, DS-Based Best_practices, DS-Test Driven Development, DS in production", "Found online in some list (specify which)", 4, "There can be found interesting topics to increase DS knowledge, but I'd also value covering data-based development for production skills training and best practices spreading topics", "Thanks for your awesome work!! DS rocks!" ], [ 1580656036000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Senior", "31-42", "Nope, need more information", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, null, null ], [ 1580660364000000000, "Germany", "GMT+1", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Always curious to know anything about DS", null ], [ 1580661054000000000, "Cameroon", "GMT-1", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 3, "Not specific ", null ], [ 1580675471000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Unemployed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, null, null ], [ 1580710628000000000, "Australia", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Found online in some list (specify which)", 5, "Very Informative ", null ], [ 1580744282000000000, "Spain", "GMT+1", "Graduate", "Employed remotely", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Forward from a friend", 5, "I love the channel", null ], [ 1580744304000000000, "Russia", "GMT+3", "Undergrad", "Student", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580744308000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 5, "Great source of relevant information to keep one updated.", null ], [ 1580744341000000000, "India", "GMT-5", "Graduate", "Employed", "Senior", "18-24", "Yes, it's about perfect", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1580744360000000000, "India", "GMT+5", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Nice ", "S" ], [ 1580744369000000000, "Russia", "GMT+3", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "❤️", null ], [ 1580744431000000000, "Ukraine", "GMT+2", "Undergrad", "Student + part time job", "Middle", "18-24", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "It contains useful information", null ], [ 1580744505000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Found online in some list (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "The channel is well structured and contains a lot of useful information", null ], [ 1580744522000000000, "Finland", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Self-employed (co-founder / owner)", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics;All business related data science ", "Telegram channel search", 3, "Relatively new still", null ], [ 1580744573000000000, "Spain", "GMT", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "I like it, but i can't understand everything", null ], [ 1580744623000000000, "India", "GMT+5", "Undergrad", "Student + part time remote job", "Middle", "18-24", "Yes, it's about perfect", "Too simple", "#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Forward from a friend;It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "For the happiness data science brings in one's life.", null ], [ 1580744686000000000, "Russia", "GMT+3", "Undergrad", "Student + part time remote job", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 4, "If he's interested in DS and asks for smth to read then I'll recommend it", null ], [ 1580744698000000000, "Italy", "GMT+2", "Graduate", "Student", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "because it's very usefull! ", null ], [ 1580744700000000000, "Ukraine", "GMT+2", "PhD", "Self-employed (freelance)", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Content and frequency", null ], [ 1580744948000000000, "Indonesia", "GMT+8", "Graduate", "Student + part time job", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward to the group (specify which);Telegram channel search", 3, null, null ], [ 1580745060000000000, "Netherlands", "GMT+1", "Undergrad", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580745168000000000, "Ukraine", "GMT+2", "PhD", "Employed", "Non-DS manager", "31-42", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 5, "Well gathered news ", null ], [ 1580745187000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Unemployed", "Novice (Studying courses, active learning)", "31-42", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 3, "More posting required in this channel", null ], [ 1580745329000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, ".", null ], [ 1580745884000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, "What score", null ], [ 1580746183000000000, "Russia", "GMT+3", "Undergrad", "Student", "Middle", "18-24", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Forward from a friend;It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "❤️ ", null ], [ 1580746430000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Content is very concise and very informative.", null ], [ 1580747564000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Instagram", 5, null, null ], [ 1580747633000000000, "Russia", "GMT-3", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "quality of posts", null ], [ 1580747717000000000, "Russia", "GMT+7", "Graduate", "Employed remotely", "Middle", "31-42", "Nope, less frequent posting will be all right by me", "Too complex", "#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 3, "you asked to vote for diversity", null ], [ 1580747795000000000, "Azerbaijan", "GMT+4", "Graduate", "Self-employed (co-founder / owner)", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1580747831000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Interesting materials", null ], [ 1580747866000000000, "Russia", "GMT+5", "PhD", "Employed remotely", "Middle", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580747886000000000, "Germany", "GMT+1", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "You guys are amazing!", "You guys are truly inspiring us to be on our toes and learn new things everyday. I constantly go through the posts on the channel and as a beginner, I try to understand them as best as I can. Thanks a lot for that." ], [ 1580747896000000000, "France", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Forward from a friend", 5, "I usually can find an answer to my questions here", null ], [ 1580747908000000000, "Spain", "GMT+1", "Undergrad", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Interesting material", null ], [ 1580747916000000000, "Nigeria", "GMT+1", "Undergrad", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#DataProducts #DSManagement", "Telegram channel search", 4, "Good channel", null ], [ 1580747929000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "Very nice content", null ], [ 1580747954000000000, "Ukraine", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 4, "No bullshit, just info", null ], [ 1580747957000000000, "Russia", "GMT+3", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning", "Forward to other channel (specify which)", 3, "i'm lazy", null ], [ 1580747980000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "Depends how much they are interested in DS", null ], [ 1580748031000000000, "Russia", "GMT+3", "Graduate", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Nope, less frequent posting will be all right by me", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 3, "oof", null ], [ 1580748037000000000, "Russia", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "It’s a great channel (content) and community", "💪🏻👍🏻" ], [ 1580748085000000000, "Russia", "GMT-3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, less frequent posting will be all right by me", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Forward from a friend", 3, null, null ], [ 1580748146000000000, "Russia", "GMT+3", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "interesting articles", null ], [ 1580748154000000000, "Spain", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 5, "Interesing topics", null ], [ 1580748176000000000, "Russia", "GMT-8", "Undergrad", "Student", "Middle", "18-", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Forward to the group (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Ок", null ], [ 1580748287000000000, "Colombia", "GMT-5", "Graduate", "Employed", "Middle", "42+", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics;Business Intelligent", "Telegram channel search", 5, "Recent news", null ], [ 1580748301000000000, "Italy", "GMT+1", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;Big data and data science in ordinary life", "Blog", 4, "Personal growth", null ], [ 1580748311000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "DS manager (Manage DS team or product)", "25-30", "Yes, it's about perfect", "Too simple", "#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;Theory of ML, Bayesian ML and Statistics", "Forward from a friend", 5, "Content", null ], [ 1580748598000000000, "Uzbekistan", "GMT+5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Found online in some list (specify which)", 4, null, null ], [ 1580748631000000000, "Kyrgyzstan", "GMT+6", "Graduate", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Too complex", "#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Found online in some list (specify which)", 4, null, null ], [ 1580748719000000000, "Vietnam", "GMT+7", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 5, "ODS channel is helpful, and up-to-date news for DS", null ], [ 1580748848000000000, "India", "GMT-5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 3, "I need entry levey subject", "Pls....tell us about Data Science with r.....n how projects r made n done." ], [ 1580748883000000000, "Singapore", "GMT+8", "PhD", "Employed", "Senior", "31-42", "Nope, need more information", "Too simple", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;MLOps", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Very valuable ML/DL information", "Pleas include more tools and packages used for production Machine Learning" ], [ 1580748915000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 3, "Not much time to look up all previous messages. ", null ], [ 1580749056000000000, "Jan Mayen", "GMT+5", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward to the group (specify which)", 5, "Good Unique", null ], [ 1580749182000000000, "Russia", "GMT+3", "No degree at all, still learning / self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, less frequent posting will be all right by me", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "I like channel, but i read articles rarely", "Hello" ], [ 1580749244000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "It's cool)", null ], [ 1580749362000000000, "Ukraine", "GMT+2", "Graduate", "Employed remotely", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Forward from a friend", 4, "Good Quality, High Complexity", null ], [ 1580749396000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#Academia #Meta #Research", "Forward from a friend", 4, "News monitoring", null ], [ 1580749670000000000, "India", "GMT+5", "Graduate", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#Academia #Meta #Research", "Forward from a friend", 2, "As a noob, i can't understand these algorithms", null ], [ 1580749709000000000, "Jamaica", "GMT-5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "42+", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Telegram channel search", 4, "Common interest", null ], [ 1580749855000000000, "France", "GMT+1", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Self-employed (co-founder / owner)", "Middle", "42+", "Yes, it's about perfect", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#Academia #Meta #Research", "Telegram channel search", 4, "Very rare ", null ], [ 1580750282000000000, "Indonesia", "GMT+6", "PhD", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Too simple", "#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 1, "I'm not sure if the content relevant to my peer", null ], [ 1580750576000000000, "France", "GMT+1", "PhD", "Employed", "Middle", "25-30", "Nope, need more information", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 5, "Good content and easy way to be up to date with the DS/AI/ML news", null ], [ 1580750618000000000, "Russia", "GMT+3", "Graduate", "Student + part time job", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "You are awesome!", null ], [ 1580750714000000000, "India", "GMT+5", "Graduate", "Self-employed (freelance)", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 3, null, null ], [ 1580750747000000000, "Russia", "GMT+3", "Graduate", "Employed remotely", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580750825000000000, "Brazil", "GMT-3", "Undergrad", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "It always have useful and updated information about data science, machine learning, and deep learning.", null ], [ 1580750877000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too complex", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 4, null, "Useful content, but a little bit complicated for me" ], [ 1580750905000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "Nice and updated", null ], [ 1580751073000000000, "India", "GMT+5", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Forward to the group (specify which);Forward from a friend", 5, "Easy", null ], [ 1580751221000000000, "Netherlands", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Nice content, and I like your approach for your peers", null ], [ 1580751442000000000, "India", "GMT-5", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 3, "Main reason is I am a beginner", "Main reason is It hasn't have beginner stuff and did understood what ever you posted related to data science. But I am super excited to learn all those posted information. I don't know where to start.\nI am a beginner.\nI am excepting some basic stuff and paths ." ], [ 1580751563000000000, "India", "GMT+12", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "For learning purpose", null ], [ 1580751610000000000, "Ecuador", "GMT-5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Forward from a friend", 4, "Topics", null ], [ 1580752085000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "Value of information", null ], [ 1580752395000000000, "India", "GMT-5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "Required more material on chatbot", "Want to work in some project if possible " ], [ 1580752433000000000, "Russia", "GMT+3", "Graduate", "Employed remotely", "Senior", "25-30", "Nope, need more information", "Too simple", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 4, "idk", null ], [ 1580752465000000000, "Brazil", "GMT-3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "42+", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend;It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, "I love the channel but I didn't recommend it to anyone. My fault.", "I'm still a novice. I think I could only talk about my baby steps." ], [ 1580752648000000000, "Russia", "GMT+10", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Well, you're cool", null ], [ 1580752789000000000, "India", "GMT+5", "Post-Doc", "Employed", "DS manager (Manage DS team or product)", "25-30", "Yes, it's about perfect", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "Nice", null ], [ 1580753190000000000, "India", "GMT-5", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 4, "I think its useful", null ], [ 1580753998000000000, "Russia", "GMT+3", "No degree at all, still learning / self-taught", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Forward to the group (specify which)", 4, null, null ], [ 1580754383000000000, "Germany", "GMT+1", "No degree at all, still learning / self-taught", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which)", 4, "Just discovered the channel yesterday. Need to figure out how usefull it is for beginners.", null ], [ 1580755061000000000, "Chile", "GMT-3", "PhD", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "It's a good channel of information, but the topics are not all aligned with my friends interests", null ], [ 1580755292000000000, "Russia", "GMT+3", "Undergrad", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL", "Forward from a friend", 4, null, null ], [ 1580755527000000000, "Russia", "GMT-4", "Graduate", "Employed", "Middle", "25-30", "Nope, need more information", "Too simple", "#CV #DL #imageprocessing #videolearning;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, ".", null ], [ 1580755658000000000, "Brazil", "GMT+3", "Graduate", "Employed", "DS manager (Manage DS team or product)", "31-42", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, null, "you guys are doing a awesome job. congrats!" ], [ 1580755832000000000, "Ukraine", "GMT+2", "PhD", "Employed", "Non-DS manager", "31-42", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 5, "Well gathered news ", null ], [ 1580756995000000000, "Indonesia", "GMT+7", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "too complicated materials", null ], [ 1580757211000000000, "Russia", "GMT+3", "Graduate", "Self-employed (co-founder / owner)", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1580757619000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Too complex", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "content", null ], [ 1580758385000000000, "Italy", "GMT+1", "Undergrad", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "It might not interest them as it is more technical.", "It would be nice to create multiple channels for learning (begginer or advanced), general discussion. It would be very nice to gather learners remotely and do projects together or do online lessons." ], [ 1580758410000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 4, "Informative", null ], [ 1580759462000000000, "Israel", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Forward from a friend", 4, null, null ], [ 1580759551000000000, "United States", "GMT-5", "Undergrad", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Don't make me type anything please", null ], [ 1580760064000000000, "Indonesia", "GMT+7", "PhD", "Student + part time job", "Senior", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Forward to other channel (specify which)", 4, "Nice material", null ], [ 1580760576000000000, "Russia", "GMT+3", "Graduate", "Student + part time remote job", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend", 4, null, null ], [ 1580761921000000000, "India", "GMT+6", "Graduate", "Student + part time job", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, "😍😍😍", null ], [ 1580762008000000000, "India", "GMT+6", "Graduate", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, "👍", null ], [ 1580762924000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Linkedin", 4, "Found lot of helpful information about Ds,Ml", null ], [ 1580763190000000000, "Ukraine", "GMT+2", "Graduate", "Unemployed", "Middle", "31-42", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Forward from a friend", 5, "Info relevance", null ], [ 1580763195000000000, "Argentina", "GMT-3", "Graduate", "Student + part time job", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "it's very cool", null ], [ 1580763449000000000, "Cuba", "GMT-6", "Undergrad", "Student + part time job", "Middle", "18-24", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which)", 4, null, null ], [ 1580764433000000000, "Argentina", "GMT-3", "No degree at all, still learning / self-taught", "Student + part time job", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "It's very useful", null ], [ 1580764829000000000, "Brazil", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "I really like the content", null ], [ 1580766071000000000, "United States", "GMT-7", "PhD", "Employed", "Senior", "25-30", "Yes, it's about perfect", "Perfect", "#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "I don't read enough to say it's 5", null ], [ 1580766274000000000, "Indonesia", "GMT+7", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 4, "Really like when you post about recent/advanced paper.", null ], [ 1580766718000000000, "Canada", "GMT-5", "Graduate", "Employed", "DS manager (Manage DS team or product)", "25-30", "Nope, need more information", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "It's a very good channel", null ], [ 1580767397000000000, "Austria", "GMT+1", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Perfect", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "Found online in some list (specify which);Telegram channel search;Google", 5, "Good topics, easy to reach, i like tge scientific stuff", null ], [ 1580767514000000000, null, "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "up to date content", null ], [ 1580769663000000000, "India", "GMT", "PhD", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Forward to the group (specify which);Forward to other channel (specify which)", 5, "It has Good amount of resources. ", null ], [ 1580771275000000000, "South Africa", "GMT-1", "No degree at all, still learning / self-taught", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "It’s been helpful", null ], [ 1580771309000000000, "India", "GMT+5", "PhD", "Employed", "Non-DS manager", "31-42", "Nope, less frequent posting will be all right by me", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 3, "Have not found it useful yet", null ], [ 1580772365000000000, "Kazakhstan", "GMT+6", "Graduate", "Employed", "Middle", "31-42", "Nope, need more information", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "It is useful", "More comprehensive and problem based learning please. We all want to learn and lead :)" ], [ 1580772425000000000, "Jamaica", "GMT-5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "42+", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Telegram channel search", 4, "Common interest", null ], [ 1580773965000000000, "Brazil", "GMT-3", "PhD", "Student", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#Academia #Meta #Research", "Telegram channel search", 4, null, null ], [ 1580774586000000000, "Sweden", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning", "Forward from a friend", 1, "Not using it a lot", null ], [ 1580774911000000000, "United States", "GMT-5", "Graduate", "Student", "Senior", "18-24", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "I'm overall satisfied with the content and its complexity", null ], [ 1580775446000000000, "Germany", "GMT+1", "Graduate", "Student + part time job", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "The papers and information you post is very useful, and I often share your messages in the channel with my colleagues and friends, also passionate about DS.", null ], [ 1580776342000000000, "Spain", "GMT+1", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "It's really good", null ], [ 1580778955000000000, "Switzerland", "GMT+1", "No degree at all, still learning / self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Telegram channel search", 4, null, "Maybe create a new channel with newbies and the ability to chat with others in a group ;) Or something like a discord chanel....." ], [ 1580779776000000000, "India", "GMT+5", "Undergrad", "Unemployed", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "Because i can find people of similar interest", null ], [ 1580782243000000000, "Kazakhstan", "GMT+6", "PhD", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;jobs, vacancies, phd Grant's and scholarships", "Telegram channel search", 5, "Always interesting content", null ], [ 1580791901000000000, "Germany", "GMT+2", "PhD", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement", "Forward to other channel (specify which)", 3, "Competition with other channels matching my/friend's/colleague's interests ", null ], [ 1580804775000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Due unique and and various types of articles that can be found at a single place", "Hi, I'm a beginner from India and currently working as a software engineer. I'm a self taught until now and would like to get mentors to guide and improve myselves.\n" ], [ 1580805125000000000, "Vietnam", "GMT+7", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Just awesome ", null ], [ 1580805198000000000, "Kazakhstan", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "Forward from a friend", 5, "You are 😎 ", null ], [ 1580808703000000000, "India", "GMT+6", "Graduate", "Student + part time job", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "👌", null ], [ 1580809611000000000, "India", "GMT+5", "Graduate", "Self-employed (freelance)", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Telegram channel search", 4, null, null ], [ 1580810877000000000, "Israel", "GMT-2", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, "my friends don't use telegram", null ], [ 1580816501000000000, "Spain", "GMT-1", "PhD", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "Quality of content", null ], [ 1580823180000000000, "Nigeria", "GMT-8", "Undergrad", "Student + part time remote job", "Middle", "18-24", "Nope, need more information", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which)", 4, "It has some meaningful content", null ], [ 1580825739000000000, "Russia", "GMT+3", "Graduate", "Self-employed (co-founder / owner)", "Senior", "18-24", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Good article summaries, but I tired of NLP news...", null ], [ 1580826185000000000, "Ghana", "GMT", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "Helpful so far, and quite interactive. ", null ], [ 1580828203000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "DS manager (Manage DS team or product)", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, null, null ], [ 1580830266000000000, "Russia", "GMT+11", "No degree at all, still learning / self-taught", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1580831902000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#DataProducts #DSManagement", "Found online in some list (specify which)", 4, "IMHO, this channel focuses mostly on professionals, so being a novice I feel discouraged to dive into the materials before studying enough.", null ], [ 1580836641000000000, "Brazil", "GMT-3", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement", "Forward to other channel (specify which)", 5, null, null ], [ 1580851259000000000, "Ethiopia", "GMT+3", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "31-42", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 4, "Not much for econometrics analysis ", "Add more for economist " ], [ 1580864099000000000, null, "GMT+1", "PhD", "Employed", "Senior", "18-24", "Yes, it's about perfect", "Too simple", "#Academia #Meta #Research", "Forward from a friend", 4, "mms", null ], [ 1580867826000000000, "United States", "GMT-5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1580870658000000000, "Italy", "GMT+1", "Graduate", "Employed", "DS manager (Manage DS team or product)", "42+", "Yes, it's about perfect", "Perfect", "#Academia #Meta #Research", "Telegram channel search", 4, "Good articles", null ], [ 1580871998000000000, "Russia", "GMT+3", "No degree at all, still learning / self-taught", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "Content is the driver", null ], [ 1580872286000000000, "Ukraine", "GMT+2", "PhD", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "-", null ], [ 1580874234000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "31-42", "Nope, need more information", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Cool ML stuff!", null ], [ 1580874941000000000, "India", "GMT+5", "Graduate", "Student + part time job", "Middle", "18-24", "Nope, need more information", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "It is informative, but not structured properly", "Maybe keep a pin for various topics" ], [ 1580877815000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "Good contents", "Thanks!" ], [ 1580887583000000000, "Indonesia", "GMT+7", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Forward to other channel (specify which)", 4, "Need more content for beginner", null ], [ 1580892148000000000, "India", "GMT+7", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward to the group (specify which);Forward to other channel (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "New information", null ], [ 1580896211000000000, "India", "GMT+5", "Graduate", "Unemployed", "Middle", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Valuable", null ], [ 1580904587000000000, "Russia", "GMT+3", "PhD", "Employed", "Senior", "31-42", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, null, null ], [ 1580914950000000000, "Jamaica", "GMT-12", "Undergrad", "Student + part time job", "Middle", "18-", "Nope, need more information", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics;Chatbot", "Forward to the group (specify which);Forward from a friend;Found online in some list (specify which);Telegram channel search", 4, null, "Think you need more content" ], [ 1580927997000000000, "Russia", "GMT+7", "No degree at all, still learning / self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward to other channel (specify which)", 5, null, null ], [ 1580938154000000000, "Mexico", "GMT-6", "Graduate", "Self-employed (co-founder / owner)", "Readonly (Just started, don't know how to run python script)", "31-42", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "Learn Data Analytics use For my business ", null ], [ 1580943513000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1580972971000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Self-employed (freelance)", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which);First via Instagram then join telegram", 4, "I just joined.", "Yup about Reinforcement analysis,image analysis, how to get live projects" ], [ 1580981801000000000, "Indonesia", "GMT+7", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "42+", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Telegram channel search", 4, "Satisfied", null ], [ 1580985072000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 3, "Need a discussion platform , where we can discuss about details and all.", null ], [ 1581017719000000000, "India", "GMT+5", "Post-Doc", "Student", "Middle", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "Forward to the group (specify which)", 5, "I love it", "Sir, I would like to understand what you post not just read about it.\n\nAlso, It would be great to get an opportunity to be mentored on certain questions by industry experts like you." ], [ 1581025181000000000, "India", "GMT+10", "Graduate", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 4, "Data science ", null ], [ 1581033503000000000, "India", "GMT+5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, ".", null ], [ 1581037780000000000, "Peru", "GMT-5", "Post-Doc", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Forward from a friend", 5, "Relevant sources", null ], [ 1581039972000000000, "Germany", "GMT", "PhD", "Self-employed (freelance)", "Novice (Studying courses, active learning)", "42+", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 4, "I have some friends who study data science", null ], [ 1581090901000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "It's good for advance learning", null ], [ 1581111925000000000, "Indonesia", "GMT+7", "Graduate", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics;Business Intelligence", "Telegram channel search", 2, null, null ], [ 1581111937000000000, "Austria", "GMT+1", "PhD", "Employed", "DS manager (Manage DS team or product)", "31-42", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "ODS rocks", null ], [ 1581111971000000000, "Brazil", "GMT-4", "Graduate", "Student + part time job", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Found online in some list (specify which)", 4, "Random fields!", null ], [ 1581112018000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, "All my friends are just read only beginners, but channel might not be the best for noobs.", "You're doing great, keep it up :D " ], [ 1581112076000000000, "India", "GMT", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Forward to the group (specify which)", 5, "Contain", null ], [ 1581112077000000000, "Russia", "GMT-3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "There are lots of different stuff from many fields.", null ], [ 1581112115000000000, "Ukraine", "GMT+2", "PhD", "Employed", "Senior", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1581112131000000000, "Italy", "GMT+1", "PhD", "Employed", "DS manager (Manage DS team or product)", "31-42", "Yes, it's about perfect", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "nice to have", null ], [ 1581112223000000000, "Indonesia", "GMT+7", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "My friends need it", null ], [ 1581112229000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "There are very interesting project", null ], [ 1581112272000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "It potentially can help me in discovering more in this field.", "Please provide some datasets to start DS with." ], [ 1581112315000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Too simple", "#RL #DL;#Academia #Meta #Research", "Telegram channel search", 4, "The lot of information can be found on the internet. The telegram channel is one of the sources. It is not necessary to join channel", null ], [ 1581112323000000000, "Germany", "GMT+1", "Graduate", "Student + part time job", "Middle", "18-24", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, null, null ], [ 1581112333000000000, null, "GMT+3", "Graduate", "Employed", "Senior", "31-42", "Nope, need more information", "Too simple", "#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "ods.ai", 3, "Few specific materials or in-depth general science", null ], [ 1581112377000000000, "Argentina", "GMT-4", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "Great links,no paywall ever", null ], [ 1581112441000000000, "Ethiopia", "GMT+3", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 5, "Awosome cgannel", null ], [ 1581112495000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 3, "Dont use telegram much", null ], [ 1581112563000000000, "United States", "GMT-5", "Post-Doc", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 3, "A", null ], [ 1581112569000000000, "Russia", "GMT+3", "Graduate", "Student + part time remote job", "Middle", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "-", null ], [ 1581112582000000000, "France", "GMT-3", "PhD", "Student", "Senior", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research", "Forward to other channel (specify which)", 5, "Content", null ], [ 1581112637000000000, "Netherlands", "GMT+1", "PhD", "Employed", "Senior", "31-42", "Yes, it's about perfect", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "The content is good and relevant.", null ], [ 1581112644000000000, "Italy", "GMT+1", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Better quality than other channels; updates are ok, more frequent would just become background noise; the content is always SOTA and very interesting; each post is also accompanied by a well-thought message which makes me feel like the authors understood what they're posting before spamming (if that ain't the case, you're good in dissimulating ;) and nothing changes to me) ", "I know the temptation of posting more with the audience growing bigger and bigger but please don't do that. The frequency now is perfect (maybe a bit too frequent even) and i like to wait for a good post from the channel and then be able to go through it a bit before the next one comes out. This industry fast pace gives FOMO to everyone and it is not good. Instead I consider ODS to be the best channel for ML/DL on telegram because i like that each message is posted after being reasoned upon. \nMachinelearning channel on telegram for example also post good contents but many times are just tutorials (and it's fine); i will use that channel for that kind of content whilst using ODS for more high quality investigations on DL. \n\nKeep up with the good work, cheers from Bologna & Modena, Italy. If you come around here, drop a line. \nPS: I actually live in Sesso (reggio emilia) which literally means Sex in italian. Put that in the stats report, will sound cool ;) " ], [ 1581112770000000000, "Germany", "GMT-2", "Graduate", "Student + part time remote job", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, " ", null ], [ 1581114367000000000, "Brazil", "GMT+3", "Graduate", "Student", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 4, "the resources are good and good curated, it's not five stars because i think some people will prefer things less complicated and more focused in its own area of focus", null ], [ 1581114702000000000, "Italy", "GMT+1", "Graduate", "Student + part time job", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "Forward to the group (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "very helpful insights and topics", "keep going!!!" ], [ 1581114708000000000, "Ukraine", "GMT-1", "PhD", "Self-employed (co-founder / owner)", "Middle", "42+", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "Be smart)", null ], [ 1581115371000000000, "Italy", "GMT+2", "Graduate", "Student", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too complex", "#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 4, null, null ], [ 1581116602000000000, "United States", "GMT-7", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL", "Telegram channel search", 5, "Fun content", null ], [ 1581116692000000000, "India", "GMT+5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "The good content quality.", null ], [ 1581116789000000000, "Germany", "GMT+1", "Undergrad", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 2, "all of my DS friends have already subscribed ", null ], [ 1581117961000000000, "Indonesia", "GMT+7", "Undergrad", "Unemployed", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "Good channel ", null ], [ 1581120132000000000, "Israel", "GMT+3", "Graduate", "Student", "Middle", "25-30", "Nope, less frequent posting will be all right by me", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "-", null ], [ 1581120190000000000, "Russia", "GMT+3", "PhD", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1581120199000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "Too simple", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward to other channel (specify which)", 5, "I like it", null ], [ 1581120240000000000, "Brazil", "GMT-3", "Graduate", "Student", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "I like the channel :)", null ], [ 1581120256000000000, "Spain", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "Content", null ], [ 1581120262000000000, "Pakistan", "GMT+5", "Graduate", "Self-employed (co-founder / owner)", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "❤️", "Keep doing what you are doing ✌️😊" ], [ 1581120292000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Found online in some list (specify which);Telegram channel search", 5, "Content of channel ", null ], [ 1581120309000000000, "Ukraine", "GMT+2", "PhD", "Employed", "DS manager (Manage DS team or product)", "31-42", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1581120329000000000, "Russia", "GMT+7", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "Just like it", "Thanks for you work" ], [ 1581120396000000000, "Russia", "GMT+6", "Undergrad", "Employed", "Middle", "18-24", "Nope, need more information", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "Memes", null ], [ 1581120440000000000, "Russia", "GMT+3", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#RL #DL", "Forward to the group (specify which)", 1, "random", null ], [ 1581120500000000000, "Italy", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Daily fresh news ", null ], [ 1581120573000000000, "Italy", "GMT+1", "Graduate", "Self-employed (freelance)", "Novice (Studying courses, active learning)", "42+", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "I simply like it.", "Keep going..." ], [ 1581120712000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, "Good materials but I can always forward it", null ], [ 1581120721000000000, "Russia", "GMT+3", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#RL #DL;#Academia #Meta #Research", "Forward from a friend", 4, "?", null ], [ 1581120744000000000, "Portugal", "GMT", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "Nice way to learn new things", null ], [ 1581120889000000000, "Netherlands", "GMT+1", "Graduate", "Employed", "Senior", "25-30", "Nope, less frequent posting will be all right by me", "Too simple", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Telegram channel search", 2, null, null ], [ 1581120896000000000, "Russia", "GMT+3", "PhD", "Employed remotely", "DS manager (Manage DS team or product)", "25-30", "Yes, it's about perfect", "Perfect", "#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, "I usually recommend the main ODS.ai", null ], [ 1581120902000000000, "India", "GMT+6", "Graduate", "Student + part time job", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "😊😊😊", null ], [ 1581120910000000000, "Russia", "GMT+3", "Graduate", "Student + part time job", "Middle", "18-24", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1581120991000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward to the group (specify which);Forward to other channel (specify which);Forward from a friend;Found online in some list (specify which);Telegram channel search", 5, "Data mining", null ], [ 1581121042000000000, "Ukraine", "GMT+2", "Graduate", "Self-employed (freelance)", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Too simple", "#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1581121068000000000, "Russia", "GMT+7", "Graduate", "Self-employed (co-founder / owner)", "DS manager (Manage DS team or product)", "42+", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "I like it", null ], [ 1581121079000000000, "Ukraine", "GMT+1", "PhD", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Good source of new information", null ], [ 1581121173000000000, "India", "GMT+5", "Graduate", "Self-employed (co-founder / owner)", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 5, "Frequency of update and quality of content", null ], [ 1581121255000000000, "Germany", "GMT+2", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Because you force to write unnecessary comments like this", null ], [ 1581121292000000000, "Kazakhstan", "GMT+6", "Undergrad", "Student", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Forward to other channel (specify which);Forward from a friend", 4, "Posts are about SOTA methods + they are on specific topics that are interesting to me ", null ], [ 1581121434000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Variety of materials and editor's interest in the audience <3", null ], [ 1581121496000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 5, "Summaries", null ], [ 1581121655000000000, "Russia", "GMT+3", "Graduate", "Student + part time remote job", "Middle", "18-24", "Nope, need more information", "Too simple", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Channel is very informative: short abstracts to each paper can help you to easily find interesting articles. Not 5/5 cause of frequently ods breakfast reminders which are useless for me.", null ], [ 1581121980000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Self-employed (co-founder / owner)", "DS manager (Manage DS team or product)", "31-42", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "Contee", null ], [ 1581122183000000000, "Mexico", "GMT-5", "Graduate", "Employed", "Middle", "31-42", "Nope, need more information", "Perfect", "#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Not much Data Scientist that I know use Telegram", null ], [ 1581122502000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, null, null ], [ 1581122540000000000, "Russia", "GMT+3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning", "Forward from a friend", 4, "Everything is quite good ", null ], [ 1581122556000000000, "Belarus", "GMT+3", "Graduate", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Forward to the group (specify which)", 3, null, null ], [ 1581122588000000000, "Canada", "GMT-5", "Undergrad", "Student + part time remote job", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#RL #DL", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "This is how I feel about the channel", null ], [ 1581122764000000000, "Russia", "GMT+3", "Graduate", "Self-employed (co-founder / owner)", "DS manager (Manage DS team or product)", "31-42", "Yes, it's about perfect", "Perfect", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "habr.com", 4, null, "I would be happy to see more materials related to time series modelling and/or classification problems rather than NN/RL/CV articles we've been seeing lately. It might be just me though :)" ], [ 1581122905000000000, "Russia", "GMT-3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "slack ods", 5, "My english too bad to realize this question", null ], [ 1581122928000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 1, "You are a random yet another ds channel, come on", null ], [ 1581122965000000000, "Mexico", "GMT-6", "PhD", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "It’s to easy to share information ", null ], [ 1581123067000000000, "Italy", "GMT+1", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;data cleaning, dataset management", "Telegram channel search", 2, "most of the stuff flies way over my head", "ur doing great sweetie" ], [ 1581123296000000000, "Russia", "GMT+3", "No degree at all, still learning / self-taught", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "i wanna be AI specialist (developer). ", "u r the best. what do u think about total censorship in Russia, and how will AI be developed in this country?" ], [ 1581123429000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "Don't want to answer", null ], [ 1581123443000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "Free content easily reachable ", null ], [ 1581123774000000000, "Spain", "GMT-1", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "-", null ], [ 1581123929000000000, "Spain", "GMT", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 5, null, null ], [ 1581123992000000000, "Russia", "GMT+3", "Graduate", "Student + part time job", "Senior", "18-24", "Nope, need more information", "Too simple", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "-", null ], [ 1581124178000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Nope, less frequent posting will be all right by me", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#DataProducts #DSManagement", "Forward to the group (specify which);Telegram channel search", 5, "Content", "Na" ], [ 1581124764000000000, "India", "GMT+5", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Forward from a friend", 4, null, null ], [ 1581125041000000000, "Russia", "GMT-4", "PhD", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Too complex", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Forward to the group (specify which)", 2, "for fun", "Yes i am ready." ], [ 1581125373000000000, "Ghana", "GMT", "Graduate", "Student", "Middle", "31-42", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 5, "It's a great platform to learn from", null ], [ 1581125904000000000, "Uzbekistan", "GMT+5", "Graduate", "Student + part time remote job", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Too complex", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward from a friend;Found online in some list (specify which)", 4, null, null ], [ 1581125992000000000, "Indonesia", "GMT+8", "Undergrad", "Employed", "Novice (Studying courses, active learning)", "31-42", "Nope, need more information", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend;It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, "some contents are relevant, some others just not and will be skipped.", null ], [ 1581126098000000000, "Kazakhstan", "GMT+6", "PhD", "Employed", "Readonly (Just started, don't know how to run python script)", "31-42", "Nope, need more information", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 5, "Lovd everything", null ], [ 1581127101000000000, "Russia", "GMT+3", "Undergrad", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 3, "-", null ], [ 1581127171000000000, "Kenya", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, less frequent posting will be all right by me", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which);It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 5, "The channel is informative", null ], [ 1581127887000000000, "India", "GMT+5", "Graduate", "Employed", "Middle", "18-24", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1581128217000000000, "Russia", "GMT+1", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "More Bayesian stuff and reasoning!", null ], [ 1581128502000000000, "Italy", "GMT+1", "Graduate", "Student + part time job", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 3, "Time", null ], [ 1581129820000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "It's good", null ], [ 1581131098000000000, "United Kingdom", "GMT", "Graduate", "Student + part time job", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Its a good platform for students like me", null ], [ 1581131113000000000, "United States", "GMT-5", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1581131686000000000, "Russia", "GMT+3", "Graduate", "Student", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "na", null ], [ 1581131911000000000, "Hungary", "GMT+1", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "My friends aren't really into DS so not 5 star, I would push my luck ;D", null ], [ 1581131977000000000, "Belarus", "GMT+2", "Graduate", "Self-employed (co-founder / owner)", "Readonly (Just started, don't know how to run python script)", "25-30", "Nope, need more information", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Found online in some list (specify which)", 3, "4", null ], [ 1581132256000000000, "Colombia", "GMT-5", "Graduate", "Employed", "Non-DS manager", "25-30", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 3, "Idk", null ], [ 1581133356000000000, "United States", "GMT-5", "Graduate", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1581133552000000000, "India", "GMT+5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 2, "Just because it is not for beginners.", "Provide some material for beginners also." ], [ 1581134346000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Too simple", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward to the group (specify which)", 5, null, null ], [ 1581134370000000000, "Brazil", "GMT-3", "Graduate", "Employed", "Middle", "18-24", "Nope, less frequent posting will be all right by me", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 3, "Not acquainted", null ], [ 1581136945000000000, "Uganda", "GMT-3", "Undergrad", "Student", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 3, "Few of my friends use telegram", null ], [ 1581137176000000000, "Spain", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too complex", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research", "Forward from a friend", 5, "Interesting stuff", null ], [ 1581142371000000000, "France", "GMT+1", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Accuracy", "Thanks for tour job :)" ], [ 1581143641000000000, "Argentina", "GMT-3", "Graduate", "Employed", "Senior", "25-30", "Yes, it's about perfect", "Perfect", "#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "Forward from a friend", 4, "It's nice channel", null ], [ 1581147610000000000, "India", "GMT+5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1581149082000000000, "India", "GMT-9", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which)", 4, null, null ], [ 1581150232000000000, "Russia", "GMT+7", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-", "Yes, it's about perfect", "Perfect", "#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, null, null ], [ 1581153027000000000, "India", "GMT+5", "No degree at all, still learning / self-taught", "Student", "Readonly (Just started, don't know how to run python script)", "18-", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#Fun #DSHumour memes, funny pics", "Forward from a friend", 3, null, null ], [ 1581153052000000000, "India", "GMT-5", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 4, "Contents", null ], [ 1581153134000000000, "Korea, South", "GMT+9", "Graduate", "Employed", "Novice (Studying courses, active learning)", "42+", "Nope, need more information", "Too simple", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, "Don't have much experience.", null ], [ 1581159685000000000, "India", "GMT+5", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics;Internship or job opportunities ", "Telegram channel search", 5, "Content", "Please provide internship opportunities for foreign subscribers in your country. So that we can learn and work and also join meet ups " ], [ 1581159790000000000, "India", "GMT+5", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, "Curiosity to manipulate data", null ], [ 1581160471000000000, "Russia", "GMT+4", "No degree at all, still learning / self-taught", "Student + part time job", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Good quality of content ", null ], [ 1581164105000000000, "Italy", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "42+", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "The channel is a source of information you should look for in different site. It’s quite useful and fast to read", null ], [ 1581164615000000000, "Russia", "GMT-3", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1581168488000000000, "Italy", "GMT+1", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "Idk", null ], [ 1581171932000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Telegram channel search", 4, "Information ", null ], [ 1581172994000000000, "India", "GMT+5", "Post-Doc", "Unemployed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 3, null, null ], [ 1581173421000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement", "Forward from a friend", 4, "to check latest innovation and increment in past years", null ], [ 1581174643000000000, "Russia", "GMT+3", "Undergrad", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Nope, less frequent posting will be all right by me", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Forward to the group (specify which)", 4, null, null ], [ 1581176265000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Found online in some list (specify which)", 4, null, null ], [ 1581177188000000000, "Belarus", "GMT-3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "Found online in some list (specify which);Telegram channel search", 5, null, null ], [ 1581178749000000000, "Ireland", "GMT", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 5, "Some article are detailed ", null ], [ 1581179351000000000, "Russia", "GMT-3", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "42+", "Nope, need more information", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 5, "Information should be available to all", null ], [ 1581179356000000000, "Germany", "GMT+1", "Graduate", "Employed", "DS manager (Manage DS team or product)", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 3, "-", null ], [ 1581182282000000000, "India", "GMT+5", "No degree at all, still learning / self-taught", "Student", "Novice (Studying courses, active learning)", "18-", "Nope, need more information", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics;#Data science in biological simulation #Data science in Quantum Computing", "Found online in some list (specify which)", 3, "Just started", null ], [ 1581184643000000000, "Brazil", "GMT-3", "Graduate", "Employed remotely", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;Data science in real life", "Telegram channel search", 5, "I like and trust the content ", null ], [ 1581184794000000000, "Yemen", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Nope, less frequent posting will be all right by me", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Telegram channel search", 3, null, null ], [ 1581187626000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Idk", null ], [ 1581189981000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Forward to the group (specify which)", 4, null, null ], [ 1581191664000000000, "Brazil", "GMT-3", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "42+", "Nope, need more information", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement", "Telegram channel search", 4, "None", "None" ], [ 1581192340000000000, "Spain", "GMT", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 2, "I think is too wide for my friends to develop an interest. Sometimes I forward things, and if they want, they will follow", null ], [ 1581195924000000000, "India", "GMT+5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 5, "Grow and help others grow", "Please provide some stuff for complete novice,so it helps people like me to enter this domain" ], [ 1581200128000000000, "Sweden", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "Good quality news, perfect amount of notifications.", "I would like less meeting notifications but since it’s totally fine. You should continue in the same way" ], [ 1581200735000000000, "India", "GMT-5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Telegram channel search", 5, "Complex scenarios.", "About CLV" ], [ 1581203366000000000, "India", "GMT+12", "Graduate", "Student", "Readonly (Just started, don't know how to run python script)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Forward to the group (specify which);Forward to other channel (specify which);Forward from a friend;Telegram channel search", 4, "To Communicate with people", null ], [ 1581205173000000000, "Russia", "GMT+3", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, null, null ], [ 1581209479000000000, "Belarus", "GMT+3", "Undergrad", "Employed", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "I’ve joined recently, so can’t evaluate this well 😃 ", null ], [ 1581221073000000000, "Singapore", "GMT+8", "Graduate", "Employed", "Middle", "42+", "Nope, need more information", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 3, "Content not suitable to all audiences ", null ], [ 1581257097000000000, "India", "GMT+5", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "Though not much beginner friendly, it keeps enthusiasm from dying out by posting regular updates.", null ], [ 1581258981000000000, "Ukraine", "GMT+2", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#RL #DL;#DSWithoutFormulas #Common #UnderstandableDS;Application of DL in Medicine", "Forward to other channel (specify which)", 5, "To be on the Edge of DS", null ], [ 1581283375000000000, "India", "GMT+4", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "Channel is good with frequent updates of latest happenings in ai ", "You guys are doing good work , keep rocking " ], [ 1581283519000000000, "Indonesia", "GMT+7", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, null, null ], [ 1581283689000000000, "Singapore", "GMT+8", "No degree at all, still learning / self-taught", "Student", "Readonly (Just started, don't know how to run python script)", "18-", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Telegram channel search", 3, null, null ], [ 1581284060000000000, "Vietnam", "GMT+7", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Telegram channel search", 4, "Quality and relevance of the sharing information.", null ], [ 1581284716000000000, "Indonesia", "GMT-7", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA", "Telegram channel search", 3, null, null ], [ 1581285181000000000, "Russia", "GMT+3", "No degree at all, still learning / self-taught", "Self-employed (co-founder / owner)", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA", "Forward from a friend", 5, "Background learning without time killing", null ], [ 1581285322000000000, "Germany", "GMT+1", "Graduate", "Employed", "Readonly (Just started, don't know how to run python script)", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "educational", null ], [ 1581287008000000000, "Ukraine", "GMT+2", "Graduate", "Employed", "Middle", "25-30", "Nope, need more information", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL", "Telegram channel search", 5, " B", null ], [ 1581287607000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Unemployed", "Novice (Studying courses, active learning)", "25-30", "Nope, less frequent posting will be all right by me", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience", "Found online in some list (specify which)", 4, "I am not following thoroughly", null ], [ 1581287948000000000, "Chile", "GMT-4", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics;Job opportunities", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Not useful for everyone, ex: in-depth reesearcher of a specific topic", null ], [ 1581288898000000000, "India", "GMT+5", "Graduate", "Student + part time job", "Novice (Studying courses, active learning)", "25-30", "Nope, need more information", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, "I dont know I am new and find everything interesting ", "Please provide basic material also as I'm also a part and I am always looking for basics .\n" ], [ 1581289323000000000, "Spain", "GMT+1", "Graduate", "Employed", "Novice (Studying courses, active learning)", "31-42", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS", "Forward to the group (specify which)", 3, "Don't have many friends interested", null ], [ 1581292211000000000, "Kenya", "GMT+3", "Undergrad", "Employed remotely", "Readonly (Just started, don't know how to run python script)", "25-30", "Nope, need more information", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "It has resourceful information. ", null ], [ 1581294016000000000, "Ukraine", "GMT+3", "PhD", "Employed remotely", "Non-DS manager", "31-42", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Learn something new for me is always on the time", "Wish you an inspiration and good motivation" ], [ 1581294030000000000, "United States", "GMT-8", "Graduate", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Hm..", "You’re awesome" ], [ 1581297379000000000, "Brazil", "GMT-3", "Graduate", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research", "Telegram channel search", 5, "I like the channel", null ], [ 1581297543000000000, "India", "GMT-5", "Graduate", "Employed", "Novice (Studying courses, active learning)", "18-24", "Nope, need more information", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#Academia #Meta #Research", "Found online in some list (specify which)", 4, "Awesome community ", "Include more capstone projects please" ], [ 1581304569000000000, "Russia", "GMT+3", "Graduate", "Self-employed (co-founder / owner)", "Novice (Studying courses, active learning)", "25-30", "Nope, less frequent posting will be all right by me", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL;#Academia #Meta #Research;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "ods slack", 1, "no original content", null ], [ 1581308517000000000, "Lebanon", "GMT+2", "Post-Doc", "Self-employed (freelance)", "Senior", "25-30", "Nope, need more information", "Too simple", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "I like the contenants ", null ], [ 1581318464000000000, "Malaysia", "GMT+8", "PhD", "Employed", "Novice (Studying courses, active learning)", "42+", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you);Telegram channel search", 4, "Good materials presented; sumetikes links to useful sites", "As i am a novice, would appreciate beginner type of info..eg how to start and step by step guide..from installation to running actual codes that work." ], [ 1581318913000000000, "France", "GMT+1", "Graduate", "Student", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "Forward to the group (specify which);Ods France", 4, "-", null ], [ 1581335219000000000, "India", "GMT+5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Forward from a friend", 4, "The content that's being posted is keeping me updated with the latest information in DS", "I'm yet a beginner in DS can you please recommend me how to reach to a level where I can do live projects? And for live projects, how can I get them? " ], [ 1581338058000000000, "India", "GMT+5", "Undergrad", "Employed", "Middle", "18-24", "Nope, need more information", "Perfect", "#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Found online in some list (specify which)", 5, "The news is easily available ", null ], [ 1581338626000000000, "Spain", "GMT+1", "Post-Doc", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#RL #DL;#DataProducts #DSManagement;#DSWithoutFormulas #Common #UnderstandableDS;#Fun #DSHumour memes, funny pics", "Telegram channel search", 5, "It is up to date", null ], [ 1581343358000000000, "Russia", "GMT+3", "Graduate", "Employed", "Middle", "31-42", "Yes, it's about perfect", "Perfect", "#BigData #Pipeline #Scala #Hadoop #DataEngneering", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 5, "All is great ", null ], [ 1581343647000000000, "Spain", "GMT+1", "Graduate", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#RL #DL;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 4, "Pretty interesting findings overall. Every application in any field is worth watching :)", "Thanks for your dedication :)" ], [ 1581344017000000000, "Russia", "GMT+3", "PhD", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#Academia #Meta #Research;#Fun #DSHumour memes, funny pics;DS in pharma and biology", "Found online in some list (specify which);TG channels list on github (lost the link, sorry)", 4, "Not 5 because the channel covers many distinct topics, so i skip about 50% posts. That's not bad generally.", null ], [ 1581344728000000000, "India", "GMT-5", "Undergrad", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement;#Fun #DSHumour memes, funny pics", "Forward from a friend", 5, "I like the contents", null ], [ 1581346015000000000, "Russia", "GMT+3", "Undergrad", "Employed remotely", "Senior", "18-24", "Nope, need more information", "Too simple", "#CV #DL #imageprocessing #videolearning;#RL #DL", "It's been so long time ago, I can't remember (Editors: we ❤️ you)", 3, "Посты плохого качества ", null ], [ 1581351401000000000, "India", "GMT+5", "I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught", "Employed", "Middle", "25-30", "Yes, it's about perfect", "Too complex", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DSWithoutFormulas #Common #UnderstandableDS", "Telegram channel search", 4, "Good content and allowing users to participate", null ], [ 1581356950000000000, "Italy", "GMT+1", "Graduate", "Student", "Novice (Studying courses, active learning)", "18-24", "Yes, it's about perfect", "Perfect", "#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering", "Telegram channel search", 4, null, null ], [ 1581362800000000000, "Indonesia", "GMT+7", "No degree at all, still learning / self-taught", "Employed", "Middle", "18-24", "Yes, it's about perfect", "Perfect", "#WhereToStart #EntryLevel #Novice #MOOC #LearnDataScience;#CV #DL #imageprocessing #videolearning;#NLP #NLU #conversational #dialoguesystem #QA;#BigData #Pipeline #Scala #Hadoop #DataEngneering;#DataProducts #DSManagement", "Forward to the group (specify which);Found online in some list (specify which)", 4, "80", "Ya" ] ], "hoverlabel": { "namelength": 0 }, "hovertemplate": "Work=%{customdata[4]}
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eda.plot_feature_count('Recommend', 'How likely that you are going to recommend a channel to a friend?')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 09 Interests" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given the people interests, create a WordCloud to see trends of topics" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eda.display_wordcloud_image('Interests')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We could also see if particular trends occures in different countries. We could use a WordCloud for each countries or we could select the top-3 topics of countries. 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"" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Distribution of top 3 topics in the 4 top countries" } } }, "text/html": [ "
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eda.plot_countries_interests()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this plot we can see that DeepLearning and image processing are very popular across countries, while in India people demand for beginners stuff.\n", "This can be derived by the fact that, as we saw in **03** and **04** India has the highest percentage of student and people ranging from 18 to 24 years old." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 10 source" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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