%22machine learning%22, Twitter, 2/23/2021 1:26:03 AM, 249400


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%22machine learning%22_2021-02-22_16-51-25.xlsx
"machine learning"_2021-02-22_16-51-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 23, 2021
Short Description:
"machine learning" via NodeXL https://bit.ly/3aFLZTM
@ml_tweet_bot
@fchollet
@slava_pestov
@hubofml
@discriminantbot
@trendsinai
@al_grigor
@ipfconline1
@svpino
@cameron

Top hashtags:
#machinelearning
#ai
#datascience
#python
#bigdata
#courses
#featured
#ml

Description:
Description
The graph represents a network of 5,017 Twitter users whose tweets in the requested range contained ""machine learning"", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 23 February 2021 at 01:06 UTC.

The requested start date was Friday, 19 February 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 20-hour, 5-minute period from Tuesday, 16 February 2021 at 04:55 UTC to Friday, 19 February 2021 at 01:00 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 5017
Unique Edges : 3432
Edges With Duplicates : 12866
Total Edges : 16298
Number of Edge Types : 5
Tweet : 1824
Mentions : 1491
Retweet : 5827
MentionsInRetweet : 6882
Replies to : 274
Self-Loops : 1863
Reciprocated Vertex Pair Ratio : 0.0119184376794945
Reciprocated Edge Ratio : 0.0235561231729814
Connected Components : 747
Single-Vertex Connected Components : 335
Maximum Vertices in a Connected Component : 3331
Maximum Edges in a Connected Component : 14315
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.953666
Graph Density : 0.000280028763448295
Modularity : 0.380335
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 5,017 Twitter users whose tweets in the requested range contained "%22machine learning%22", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 23 February 2021 at 01:06 UTC.

The requested start date was Friday, 19 February 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 20-hour, 5-minute period from Tuesday, 16 February 2021 at 04:55 UTC to Friday, 19 February 2021 at 01:00 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : %22machine learning%22
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[69] https://twinybots.ch/
[39] https://medium.com/the-innovation/130-machine-learning-projects-solved-and-explained-605d188fb392
[32] https://www.expresscomputer.in/artificial-intelligence-ai/no-code-ai-democratising-machine-learning/71867/
[30] https://www.forbes.com/sites/evansparks/2021/02/10/four-predictions-for-artificial-intelligence-and-machine-learning-in-2021/
[28] https://cotemponet.blogspot.com/2021/02/mastering-data-science-and-machine-learning-fundamentals.html
[27] https://www.johnwittenauer.net/machine-learning-exercises-in-python-part-5/
[27] http://www.freecoursesitenet.com/2019/11/python-for-machine-learning-bootcamp.html
[25] https://elephantscale.github.io/guided-machine-learning/
[23] https://elitedatascience.com/learn-machine-learning
[23] https://siliconangle.com/2021/02/17/aws-throws-weight-behind-pennylane-open-source-framework-melds-machine-learning-quantum-computing/

Top URLs in Tweet in G1:
[28] https://twinybots.ch/
[26] https://www.expresscomputer.in/artificial-intelligence-ai/no-code-ai-democratising-machine-learning/71867/
[26] https://cotemponet.blogspot.com/2021/02/mastering-data-science-and-machine-learning-fundamentals.html
[24] http://www.freecoursesitenet.com/2019/11/python-for-machine-learning-bootcamp.html
[24] https://elephantscale.github.io/guided-machine-learning/
[23] https://media4you.social/career-development.html#datascience
[23] https://www.johnwittenauer.net/machine-learning-exercises-in-python-part-5/
[23] https://elitedatascience.com/learn-machine-learning
[19] https://analyticsindiamag.com/top-8-approaches-for-tuning-hyperparameters-of-machine-learning-models/
[18] https://mindsdb.com/blog/predictions-at-the-speed-of-questions/?utm_source=kirk&utm_medium=blog&utm_campaign=wb

Top URLs in Tweet in G2:
[17] https://twinybots.ch/
[17] https://aws.amazon.com/about-aws/whats-new/2021/02/updated-digital-training-for-aws-partners-on-end-user-computing-and-machine-learning/
[10] https://www.diginews.live/2021/02/learn-embedded-machine-learning-for-iot-most-valuable-predictions-for-2021-here/
[7] https://techblog.zozo.com/entry/surveyrelease-using-machine-learning
[6] https://newatlas.com/medical/electronic-nose-machine-learning-dogs-smell/
[6] https://tkmk.biz/rule-based-ai-vs-machine-learning-for-development-which-is-best
[4] https://www.digitalhealthnews.eu/research/6365-a-machine-learning-approach-to-finding-treatment-options-for-covid-19?utm_source=dlvr.it&utm_medium=twitter
[4] https://technative.io/machine-learning-in-software-delivery/
[4] https://www.kdnuggets.com/2021/02/uchicago-machine-learning-cybersecurity.html?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.youtube.com/watch?v=hOLSGMEEwlI&feature=youtu.be


Top URLs in Tweet in G3:
[2] https://twinybots.ch/
[2] https://news.mit.edu/2021/machine-learning-treatment-covid-19-0216
[2] https://www.enriquedans.com/2021/02/machine-learning-y-escuelas-de-negocios.html?utm_source=dlvr.it&utm_medium=twitter
[2] https://techblog.zozo.com/entry/surveyrelease-using-machine-learning
[2] http://learnstartup.net/p/BQW2fjfLT
[2] https://techxplore.com/news/2021-02-machine-pocket.html
[2] https://www.facebook.com/groups/AmazonBookClubs/
[2] https://paper.li/f-1565737850?edition_id=6385a0f0-f93b-11ea-bfc8-0cc47a0d1609
[2] https://azure.microsoft.com/en-us/updates/machine-learning-on-azure-sql-managed-instance-now-available/
[2] http://www.mipuntodevista.com.mx/machine-learning-podria-identificar-potenciales-medicamentos-para-la-covid-19/

Top URLs in Tweet in G4:
[17] https://www.forbes.com/sites/evansparks/2021/02/10/four-predictions-for-artificial-intelligence-and-machine-learning-in-2021/
[13] https://twinybots.ch/
[10] https://www.blog.duomly.com/which-programming-language-is-the-best-for-machine-learning-and-artificial-intelligence/
[10] https://click.linksynergy.com/link?id=gKVjjqRxqcQ&offerid=759505.13794319601&type=2&murl=https%3A%2F%2Fwww.coursera.org%2Flearn%2Fpreparing-cloud-professional-data-engineer-exam
[8] https://enterprisersproject.com/article/2021/2/artificial-intelligence-ai-and-machine-learning-ml-reshaping-cybersecurity
[8] https://www.forbes.com/sites/maxartechnologies/2021/02/17/artificial-intelligence-and-machine-learning-to-solve-complex-challenges/
[6] https://medium.com/towards-artificial-intelligence/deploy-a-python-machine-learning-model-on-your-iphone-d006b1e04bc4?source=rss----98111c9905da---4&utm_source=dlvr.it&utm_medium=twitter
[6] https://www.mltut.com/best-free-online-courses-for-machine-learning-and-ai/
[5] https://spectrum.ieee.org/tech-talk/artificial-intelligence/machine-learning/ai-agent-learns-about-the-world-by-gameplay
[5] https://siliconangle.com/2021/02/17/aws-throws-weight-behind-pennylane-open-source-framework-melds-machine-learning-quantum-computing/

Top URLs in Tweet in G5:
[2] https://telesto.ai/
[2] https://developers.google.com/machine-learning/guides/rules-of-ml/
[1] https://www.linkedin.com/slink?code=gNwtW4m
[1] https://www.linkedin.com/slink?code=gbzrDAd
[1] https://www.technologyreview.com/s/612437/what-is-machine-learning-we-drew-you-another-flowchart/?utm_campaign=site_visitor.unpaid.engagement&utm_medium=tr_social&utm_source=twitter
[1] https://hannawallach.medium.com/navigating-the-broader-impacts-of-machine-learning-research-f2d72a37a5b?source=friends_link&sk=3b9e2ab57cb142e00cf0b55fe5bc1df3
[1] https://twitter.com/ubenwa_ai/status/1360698132024201222
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DZmivKyEY1Dk&q=EgS4SO-bGJao0YEGIhkA8aeDS_k8rKtytPVPGW6fMMupB9uhtsSiMgFy

Top URLs in Tweet in G6:
[2] https://amplify.hpe.com/Article/Redirect/d2a0258d-5e91-4817-a909-3616d0038751?uc=135563&g=529ea3dd-56d9-4490-bfa0-ed21a2c9f93a&f=1633847
[2] https://stanford-cs329s.github.io/syllabus.html
[2] https://docs.google.com/document/d/1VuofeF5okBATz1F7HRQmOgi5Jc4bmUiHMYjRqwF-29s/edit
[1] http://varianceexplained.org/r/ds-ml-ai/
[1] https://huyenchip.com/2020/10/27/ml-systems-design-stanford.html
[1] https://twitter.com/gautamcgoel/status/1362093547227213826
[1] https://www.datasciencecentral.com/profiles/blogs/machine-learning-stats-bi-translation-dictionary

Top URLs in Tweet in G8:
[6] https://www.freecodecamp.org/news/building-a-data-science-curriculum-with-advanced-math-and-machine-learning/
[1] https://www.youtube.com/watch?v=_Z9TRANg4c0&feature=youtu.be

[1] https://ai.google/education

Top URLs in Tweet in G9:
[9] https://twinybots.ch/
[9] https://erroranalysis.ai/
[2] https://www.doc.ic.ac.uk/~jce317/history-machine-learning.html
[2] https://www.lanl.gov/discover/news-release-archive/2021/February/0217-machine-learning.php
[2] https://news.harvard.edu/gazette/story/newsplus/machine-learning-sheds-new-light-on-how-walnuts-benefit-health/
[2] https://www.johnwittenauer.net/machine-learning-exercises-in-python-part-5/
[2] https://techcommunity.microsoft.com/t5/azure-ai/responsible-machine-learning-with-error-analysis/ba-p/2141774
[1] https://www.amazon.com/Machine-Learning-Time-Forecasting-Python-ebook/dp/B08PQ6ZV71/ref=sr_1_5?crid=12C4T59HZMMGI&dchild=1&keywords=time+series+analysis+python&qid=1607961615&sprefix=time+seri,aps,187&sr=8-5
[1] https://medium.com/dataseries/training-machine-learning-models-to-ask-the-right-questions-b6235dd5872b
[1] https://neurons.ai/blog/news-stories/modern-surprises-in-classical-machine-learning-department-of-statistics/

Top URLs in Tweet in G10:
[2] https://siliconangle.com/2021/02/17/aws-throws-weight-behind-pennylane-open-source-framework-melds-machine-learning-quantum-computing/
[2] https://www.linkedin.com/slink?code=gCEy3UU
[1] https://twitter.com/paperswithcode/status/1361672297732591617
[1] https://github.com/eriklindernoren/ML-From-Scratch
[1] https://elvissaravia.substack.com/p/learn-about-transformers-a-recipe
[1] https://twitter.com/joshelman/status/1361534711554732034
[1] https://twitter.com/haksoat/status/1361318986177273859
[1] https://twitter.com/DeepMind/status/1362037043220664322
[1] https://neuralcompression.github.io/
[1] https://paperswithcode.com/methods

Top Domains
Top Domains in Tweet in Entire Graph:
[241] amazon.com
[221] medium.com
[119] forbes.com
[102] twitter.com
[81] google.com
[69] twinybots.ch
[69] neurons.ai
[67] blogspot.com
[65] upflow.co
[57] kdnuggets.com

Top Domains in Tweet in G1:
[154] amazon.com
[107] medium.com
[55] blogspot.com
[53] media4you.social
[51] bah.com
[47] analyticsinsight.net
[47] neurons.ai
[46] forbes.com
[46] kdnuggets.com
[43] zpy.io

Top Domains in Tweet in G2:
[42] upflow.co
[39] amazon.com
[28] medium.com
[27] google.com
[26] twitter.com
[17] twinybots.ch
[16] forbes.com
[14] neurons.ai
[11] deepai.org
[11] youtube.com

Top Domains in Tweet in G3:
[22] twitter.com
[11] linkedin.com
[11] arxiv.org
[10] upflow.co
[9] medium.com
[8] amazon.com
[8] google.com
[6] towardsdatascience.com
[5] bigcloud.global
[4] datasciencecentral.com

Top Domains in Tweet in G4:
[45] forbes.com
[25] medium.com
[21] amazon.com
[17] linkedin.com
[13] twinybots.ch
[10] upflow.co
[10] duomly.com
[10] linksynergy.com
[10] i115008.net
[9] clastudent.com

Top Domains in Tweet in G5:
[3] google.com
[2] telesto.ai
[2] linkedin.com
[1] technologyreview.com
[1] medium.com
[1] twitter.com

Top Domains in Tweet in G6:
[2] hpe.com
[2] github.io
[2] google.com
[1] varianceexplained.org
[1] huyenchip.com
[1] twitter.com
[1] datasciencecentral.com

Top Domains in Tweet in G8:
[6] freecodecamp.org
[1] youtube.com
[1] ai.google

Top Domains in Tweet in G9:
[10] erroranalysis.ai
[9] twinybots.ch
[5] microsoft.com
[2] ac.uk
[2] lanl.gov
[2] gatech.edu
[2] harvard.edu
[2] bu.edu
[2] johnwittenauer.net
[2] linkedin.com

Top Domains in Tweet in G10:
[5] linkedin.com
[4] twitter.com
[2] siliconangle.com
[1] github.com
[1] substack.com
[1] github.io
[1] paperswithcode.com
[1] awscloud.com
[1] insidebigdata.com
[1] johnwittenauer.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2139] machinelearning
[1431] ai
[1061] datascience
[823] python
[548] bigdata
[494] courses
[492] featured
[442] ml
[440] analytics
[395] 100daysofcode



Top Hashtags in Tweet in G1:
[1624] machinelearning
[1024] ai
[892] datascience
[743] python
[501] bigdata
[422] courses
[421] featured
[410] analytics
[374] 100daysofcode
[355] iot

Top Hashtags in Tweet in G2:
[168] machinelearning
[84] ai
[57] datascience
[38] learning
[35] ml
[34] python
[28] artificialintelligence
[24] featured
[24] courses
[21] bigdata

Top Hashtags in Tweet in G3:
[30] machinelearning
[16] ai
[8] ml
[7] artificialintelligence
[6] it
[4] software
[4] deeplearning
[3] learning
[3] python
[3] data

Top Hashtags in Tweet in G4:
[153] ai
[95] machinelearning
[68] learning
[64] ml
[51] artificialintelligence
[38] courses
[37] featured
[35] machine
[34] dl
[19] python

Top Hashtags in Tweet in G5:
[1] datascience
[1] machinelearning
[1] neurips2020
[1] ml
[1] ai
[1] ethics
[1] broaderimpacts
[1] responsibleai

Top Hashtags in Tweet in G6:
[4] 100daysofcode
[4] 100daysofmlcode
[1] womenintech
[1] machinelearning
[1] devcommunity
[1] datascience
[1] python

Top Hashtags in Tweet in G8:
[6] freecodecamp
[3] featured
[3] courses
[1] 100daysofcode
[1] machine
[1] learning
[1] python
[1] developer
[1] python3

Top Hashtags in Tweet in G9:
[30] machinelearning
[9] learning
[4] neuralnetworks
[4] quantum
[3] student
[3] python
[2] ml
[1] timeseries
[1] bioinformatics
[1] deeplearning

Top Hashtags in Tweet in G10:
[7] ai
[7] machinelearning
[5] datascience
[3] python3
[3] coding
[2] aws
[2] pythonprogramming
[2] edutwitter
[1] python
[1] pythontraining

Top Words
Top Words in Tweet in Entire Graph:
[6998] learning
[6446] machine
[2139] #machinelearning
[1499] data
[1426] #ai
[1061] #datascience
[864] science
[823] #python
[745] python
[727] ai

Top Words in Tweet in G1:
[2610] learning
[2312] machine
[1624] #machinelearning
[1020] #ai
[892] #datascience
[743] #python
[708] data
[563] python
[547] science
[501] #bigdata

Top Words in Tweet in G2:
[1181] learning
[1146] machine
[228] data
[168] #machinelearning
[128] ai
[105] science
[83] #ai
[82] 2021
[75] artificial
[71] python

Top Words in Tweet in G3:
[352] learning
[343] machine
[77] data
[45] ai
[30] #machinelearning
[24] 19
[23] covid
[18] engineer
[18] more
[16] #ai

Top Words in Tweet in G4:
[662] learning
[578] machine
[314] intelligence
[312] artificial
[153] #ai
[142] data
[120] ai
[95] #machinelearning
[87] deep
[76] science

Top Words in Tweet in G5:
[276] hardest
[276] thing
[263] learning
[260] machine
[145] find
[144] fchollet
[138] productively
[138] leverage
[138] product
[138] second

Top Words in Tweet in G6:
[443] learning
[320] machine
[182] js
[80] al_grigor
[74] svpino
[60] statistical
[60] useful
[60] online
[60] courses
[60] took

Top Words in Tweet in G7:
[132] slava_pestov
[130] 2021
[130] still
[130] solving
[130] captchas
[130] hand
[130] identifying
[130] tiles
[130] traffic
[130] lights

Top Words in Tweet in G8:
[96] learning
[91] machine
[48] prasoonpratham
[45] learn
[33] data
[30] people
[29] science
[26] curriculum
[25] started
[24] ossia

Top Words in Tweet in G9:
[51] learning
[50] machine
[32] analysis
[31] error
[30] #machinelearning
[18] data
[18] tool
[17] errors
[14] open
[14] ai

Top Words in Tweet in G10:
[83] machine
[83] learning
[38] aws
[35] で
[35] 機械学習
[35] のスキルを身に着けるためのトレーニング
[35] 認定資格に関する日本語ページが公開されました
[35] 特にランプアップガイドは学習ステップごとに
[35] オススメの無料eラーニングがリストされていて良い感じですので
[34] kuwablo

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6297] machine,learning
[723] data,science
[646] artificial,intelligence
[492] #featured,#courses
[439] bylilyv,#featured
[429] deep,learning
[378] #courses,machine
[349] learning,data
[329] intelligence,machine
[308] ai,machine

Top Word Pairs in Tweet in G1:
[2294] machine,learning
[498] data,science
[421] #featured,#courses
[368] bylilyv,#featured
[317] #courses,machine
[282] #iot,#iiot
[269] deep,learning
[258] #bigdata,#analytics
[253] learning,data
[247] #analytics,#datascience

Top Word Pairs in Tweet in G2:
[1122] machine,learning
[73] data,science
[66] artificial,intelligence
[59] ai,machine
[39] intelligence,machine
[39] learning,data
[37] covid,19
[37] deep,learning
[33] learning,model
[30] learning,approach

Top Word Pairs in Tweet in G3:
[336] machine,learning
[23] covid,19
[15] ai,machine
[9] learning,approach
[9] learning,engineer
[8] approach,finding
[8] finding,treatment
[8] treatment,options
[8] options,covid
[8] artificial,intelligence

Top Word Pairs in Tweet in G4:
[568] machine,learning
[305] artificial,intelligence
[148] intelligence,machine
[79] deep,learning
[64] data,science
[54] learning,artificial
[54] #ai,#ml
[50] ai,machine
[48] four,predictions
[41] predictions,artificial

Top Word Pairs in Tweet in G5:
[276] hardest,thing
[257] machine,learning
[138] thing,machine
[138] learning,find
[138] find,productively
[138] productively,leverage
[138] leverage,product
[138] product,second
[138] second,hardest
[137] fchollet,hardest

Top Word Pairs in Tweet in G6:
[303] machine,learning
[154] learning,machine
[60] statistical,learning
[59] useful,online
[59] online,courses
[59] courses,took
[59] took,learning
[59] learning,coursera
[59] coursera,statistical
[58] al_grigor,useful

Top Word Pairs in Tweet in G7:
[130] 2021,still
[130] still,solving
[130] solving,captchas
[130] captchas,hand
[130] hand,identifying
[130] identifying,tiles
[130] tiles,traffic
[130] traffic,lights
[130] lights,whatever
[129] slava_pestov,2021

Top Word Pairs in Tweet in G8:
[91] machine,learning
[29] data,science
[24] science,curriculum
[23] learn,machine
[22] things,learn
[22] learning,very
[22] very,few
[22] few,people
[22] people,tell
[22] tell,terminal

Top Word Pairs in Tweet in G9:
[47] machine,learning
[29] error,analysis
[10] open,source
[9] introducing,error
[9] learning,errors
[9] errors,find
[9] find,check
[9] check,tool
[9] tool,rigorous
[9] rigorous,error

Top Word Pairs in Tweet in G10:
[82] machine,learning
[35] aws,で
[35] で,machine
[35] learning,機械学習
[35] 機械学習,のスキルを身に着けるためのトレーニング
[35] のスキルを身に着けるためのトレーニング,認定資格に関する日本語ページが公開されました
[35] 認定資格に関する日本語ページが公開されました,特にランプアップガイドは学習ステップごとに
[35] 特にランプアップガイドは学習ステップごとに,オススメの無料eラーニングがリストされていて良い感じですので
[34] kuwablo,aws
[26] transformers,become

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