%22machine learning%22, Twitter, 7/27/2021 12:35:59 AM, 258841


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%22machine learning%22_2021-07-26_16-45-34.xlsx
"machine learning"_2021-07-26_16-45-34.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 27, 2021
Short Description:
"machine learning" via NodeXL https://bit.ly/3i7tBa2
@blkhwk0ps
@hubofml
@artificialbra1n
@svpino
@ml_tweet_bot
@pyscalellc
@prasoonpratham
@wef
@jordanjamesetem
@ipfconline1

Top hashtags:
#machinelearning
#ai
#datascience
#python
#artificialintelligence

Description:
Description
The graph represents a network of 5,827 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, 27 July 2021 at 00:01 UTC.

The requested start date was Friday, 23 July 2021 at 00:01 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, 4-hour, 13-minute period from Tuesday, 20 July 2021 at 19:46 UTC to Friday, 23 July 2021 at 00:00 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 : 5827
Unique Edges : 3749
Edges With Duplicates : 11874
Total Edges : 15623
Number of Edge Types : 5
Retweet : 5162
MentionsInRetweet : 6186
Tweet : 2295
Mentions : 1646
Replies to : 334
Self-Loops : 2345
Reciprocated Vertex Pair Ratio : 0.0168707076739325
Reciprocated Edge Ratio : 0.0331816179709294
Connected Components : 1292
Single-Vertex Connected Components : 622
Maximum Vertices in a Connected Component : 2865
Maximum Edges in a Connected Component : 11456
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.374781
Graph Density : 0.00020062977305771
Modularity : 0.424755
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,827 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, 27 July 2021 at 00:01 UTC.

The requested start date was Friday, 23 July 2021 at 00:01 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, 4-hour, 13-minute period from Tuesday, 20 July 2021 at 19:46 UTC to Friday, 23 July 2021 at 00:00 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:
[59] http://varianceexplained.org/r/sliced-ml/
[53] https://www.weforum.org/agenda/2021/07/ai-machine-learning-bias-discrimination/
[49] https://www.weforum.org/agenda/2021/07/ai-machine-learning-bias-discrimination?utm_source=twitter&utm_medium=social_scheduler&utm_term=Artificial+Intelligence&utm_content=21/07/2021+01:00
[47] https://twinybots.ch/
[39] https://www.bbntimes.com/science/how-to-make-artificial-intelligence-ai-and-machine-learning-work-for-you
[38] https://www.trucknews.com/business-management/how-artificial-intelligence-and-machine-learning-are-benefiting-fleets/1003151932/
[33] https://media4you.social/career-development.html#datascience
[32] https://news.iu.edu/stories/2021/06/iub/releases/23-luddy-center-artificial-intelligence-dedication.html
[30] https://www.cioinsight.com/security/adversarial-machine-learning/
[29] https://neurosciencenews.com/machine-learning-human-brain-18956/

Top URLs in Tweet in G1:
[53] https://www.weforum.org/agenda/2021/07/ai-machine-learning-bias-discrimination/
[38] https://www.bbntimes.com/science/how-to-make-artificial-intelligence-ai-and-machine-learning-work-for-you
[37] https://www.trucknews.com/business-management/how-artificial-intelligence-and-machine-learning-are-benefiting-fleets/1003151932/
[33] https://media4you.social/career-development.html#datascience
[31] https://news.iu.edu/stories/2021/06/iub/releases/23-luddy-center-artificial-intelligence-dedication.html
[30] https://www.cioinsight.com/security/adversarial-machine-learning/
[22] https://twinybots.ch/
[21] https://medium.com/swlh/making-clear-the-difference-between-machine-learning-ml-and-deep-learning-dl-1e82b6b5c45c
[21] https://media4you.social/career-development.htmL
[21] https://www.amazon.com/Machine-Learning-Absolute-Beginners-Introduction-ebook/dp/B07335JNW1/ref=as_li_ss_tl?dchild=1&keywords=machine+learning&qid=1600290526&sr=8-3&linkCode=sl1&tag=shehan0c-20&linkId=162ea490cb3e7c456e0bc95b67443f03&language=en_US

Top URLs in Tweet in G2:
[9] https://twinybots.ch/
[7] https://www.sciencedaily.com/releases/2021/07/210720122340.htm?utm_source=dlvr.it&utm_medium=twitter
[6] https://neurosciencenews.com/machine-learning-human-brain-18956/
[6] http://bookshow.me/check.php?asin=B093LQ7P1L
[6] https://www.sciencedaily.com/releases/2021/07/210721172645.htm?utm_source=dlvr.it&utm_medium=twitter
[5] https://thenextweb.com/news/why-most-machine-learning-models-never-hit-market-syndication
[4] https://www.sciencedaily.com/releases/2021/07/210720122340.htm
[4] https://www.sciencedaily.com/releases/2021/07/210720114322.htm
[4] https://phys.org/news/2021-07-machine-learning-mutations-similar-genome-sequences.html
[4] https://www.marktechpost.com/2021/07/20/researchers-from-ibm-mit-and-harvard-announced-the-release-of-its-darpa-common-sense-ai-dataset-along-with-two-machine-learning-models-at-icml-2021/

Top URLs in Tweet in G3:
[3] https://www.kaggle.com/thirty-days-of-ml
[2] https://www.nature.com/articles/s41524-021-00585-7
[1] https://svpino.com/
[1] https://svpino.com/how-to-deal-with-an-imbalanced-dataset-in-machine-learning-4f89a1967868
[1] https://svpino.gumroad.com/l/kBjbC/TODAY
[1] https://www.youtube.com/watch?v=N5RS0CRWmOk

[1] https://developers.google.com/machine-learning/problem-framing
[1] https://learning.oreilly.com/library/view/introduction-to-machine/9781449369880/
[1] https://learning.oreilly.com/library/view/machine-learning-with/9781491989371/
[1] https://learning.oreilly.com/library/view/hands-on-machine-learning/9781492032632/

Top URLs in Tweet in G4:
[17] https://arstechnica.com/information-technology/2021/07/is-our-machine-learning-ars-takes-a-dip-into-artificial-intelligence/
[6] https://www.marktechpost.com/2021/07/22/ibm-launches-first-machine-learning-end-to-end-pipeline-starter-kit-within-the-ibm-cloud-native-toolkit/
[6] https://federalnewsnetwork.com/technology-main/2021/06/good-data-is-a-key-component-to-ai-innovation-and-machine-learning/
[5] https://www.informationweek.com/big-data/ai-machine-learning/ibms-hernandez-discusses-future-of-aiops-and-measuring-roi/a/d-id/1340219
[4] https://r.socialstudio.radian6.com/53906157-54ed-4038-83a4-c1e69419cd7d
[4] https://twinybots.ch/
[4] https://www.semiconductors.org/events/future-forward-frontiers-in-artificial-intelligence-and-machine-learning-research-and-innovation/
[3] https://newsroom.porsche.com/en/2021/innovation/porsche-engineering-big-data-loop-25029.html
[3] https://www.globenewswire.com/news-release/2021/06/24/2252336/0/en/Global-Artificial-Intelligence-Machine-Learning-Platforms-Growth-Opportunities.html
[3] https://aithority.com/machine-learning/top-applications-of-artificial-intelligence-ai-in-business/

Top URLs in Tweet in G5:
[9] https://twinybots.ch/
[7] https://www.kdnuggets.com/2021/07/design-patterns-machine-learning.html
[6] https://www.kdnuggets.com/2021/07/colabcode-deploying-machine-learning-models-google-colab.html
[6] https://opendatascience.com/the-rapid-evolution-of-the-canonical-stack-for-machine-learning/?utm_campaign=Newsletters&utm_medium=email&_hsmi=142472484&_hsenc=p2ANqtz-8aQ1jpWPR9Y20mpbqzfjScFA3Lxr9llllSj8U5V_Kj-FzCiMC0GxSVBAMN-YdT_eOC8B4fOJmk4U-zY4kxWHBmBUEvIg&utm_content=142388946&utm_source=hs_email
[5] https://fetch.ai/
[4] https://www.kdnuggets.com/2021/07/retrain-machine-learning-model-5-checks-decide-schedule.html
[4] https://aws.amazon.com/blogs/machine-learning/use-amazon-sagemaker-feature-store-in-a-java-environment/
[4] https://onlinelibrary.wiley.com/doi/abs/10.1111/epi.16967?cookieSet=1
[3] https://www.coursera.org/learn/machine-learning
[3] https://www.forbes.com/sites/louiscolumbus/2021/02/21/10-ways-ai-and-machine-learning-are-improving-marketing-in-2021/?sh=573eb0be14c8

Top URLs in Tweet in G6:
[6] https://news.berkeley.edu/2021/07/20/a-machine-learning-breakthrough-using-satellite-images-to-improve-human-lives/
[5] https://huggingface.co/spaces
[4] https://www.dataversity.net/machine-learning-transformed-data-quality-and-operational-necessities/
[3] https://www.youtube.com/watch?v=2ocykBzWDiM&feature=youtu.be

[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpub.towardsai.net%2Funderstand-feature-selection-in-machine-learning-with-python-a0e99dbb7426%3Fsource%3Drss----98111c9905da---4%253Fsource%253Dsocial.tw
[2] https://www.amazon.com/Luxury-Fashion-Retail-Industry-Report-ebook/dp/B07XML28M5/ref=as_li_ss_tl?dchild=1&keywords=cuda+education+business&sr=8-2&linkCode=sl1&tag=nickdancriddr-20&linkId=cf18f20c0635e45c7fa4701eb3c6688c&language=en_US
[2] https://www.efinancialcareers.com/news/2021/07/julia-coding-language?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.scoop.co.nz/
[2] https://www.scoop.co.nz/stories/SC2106/S00071/machine-learning-aids-insights-into-cows-sleep.htm?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.miragenews.com/registrations-ongoing-for-virtual-forum-on-600824/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G7:
[2] https://techcrunch.com/sponsor/oracle/startups-around-the-world-are-solving-old-problems-with-modern-cloud-services/
[1] https://www.wevolver.com/article/preserving-privacy-of-machine-learning-models
[1] https://www.statnews.com/2021/07/14/machine-learning-translate-brain-signals-text/
[1] https://whova.com/web/sepsi_202106/
[1] https://www.jpmorgan.com/solutions/cib/insights/technology-media-communications-conference?source=cib_os_tw_tmcmadhu0721#__prclt=VK3vxrPZ
[1] https://cefr.princeton.edu/events/researchers-wanted-nj-acts-first-annual-symposium
[1] https://www.psychologytoday.com/us/blog/the-future-brain/202102/machine-learning-algorithm-makes-predictions-in-novel-manner
[1] https://www.psychologytoday.com/us/blog/the-future-brain/202012/world-s-first-in-ai-ibm-researchs-4-bit-machine-learning
[1] https://www.psychologytoday.com/us/blog/the-future-brain/202010/new-ai-machine-learning-gains-toehold-synthetic-biology
[1] https://www.psychologytoday.com/us/blog/the-future-brain/202101/fda-has-new-regulatory-plans-ai-machine-learning

Top URLs in Tweet in G8:
[2] https://mitsloan.mit.edu/ideas-made-to-matter/machine-learning-explained
[2] https://www.mytotalretail.com/article/pricing-optimization-with-machine-learning-is-it-worth-it/
[2] https://www.amazon.com/gp/product/0198714939/ref=as_li_ss_shr?ie=UTF8&linkCode=shr&tag=amz0e61-20&language=en_US&creativeASIN=0198714939&camp=213733&creative=393177&linkId=0772656aec2eef68f1417c7a2c36cd83
[2] https://www.twitch.tv/WikimediaML
[2] https://siliconangle.com/2020/09/25/four-steps-accelerate-journey-machine-learning/
[2] https://www.datasciencecentral.com/profiles/blogs/stroke-prediction-using-data-analytics-and-machine-learning
[2] http://out.faveeo.com/?url=https://www.datasciencecentral.com/profiles/blogs/mure-picture&vertical=general&family=ai
[2] http://out.faveeo.com/?url=https://www.analyticsinsight.net/top-10-coolest-machine-learning-tools-one-should-know-about-in-2021/&vertical=general&family=ai
[2] https://udemycoupons.me/no-code-machine-learning-modern-ml-tools/
[2] https://machinelearningmastery.com/data-preparation-techniques-for-machine-learning/

Top URLs in Tweet in G9:
[42] https://www.weforum.org/agenda/2021/07/ai-machine-learning-bias-discrimination?utm_source=twitter&utm_medium=social_scheduler&utm_term=Artificial+Intelligence&utm_content=21/07/2021+01:00
[4] https://techxplore.com/news/2021-07-mind-human-brain-machine.html
[4] https://www.vulcan.com/News/2021/VCM-Team-Marks-Exciting-Milestone.aspx
[3] https://phys.org/news/2021-07-machine-learning-mutations-similar-genome-sequences.html
[3] https://bdtechtalks.com/2020/08/29/machine-learning-vs-automation/amp/?__twitter_impression=true
[2] https://ai-summary.com/summary-machine-learning-in-a-nutshell/?utm_medium=social-organic&utm_source=twitter
[2] https://www.forbes.com/sites/randybean/2021/07/06/transforming-the-insurance-industry-with-big-data-machine-learning-and-ai/?sh=7e51cb76f8a6&utm_content=bufferb8b28&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://techxplore.com/news/2021-07-machine-photovoltaic.html
[2] https://neurosciencenews.com/machine-learning-human-brain-18956/
[2] https://australianfintech.com.au/praemiums-machine-learning-takes-platform-accuracy-to-a-new-level/

Top URLs in Tweet in G10:
[1] https://www.offshore-mag.com/geosciences/article/14205269/tgs-enters-artificial-intelligence-collaboration
[1] https://probml.github.io/pml-book/book1.html
[1] https://github.com/undark-lab/swyft
[1] https://mml-book.github.io/
[1] https://computationalthinking.mit.edu/Spring21/
[1] https://www.stochasticlifestyle.com/useful-algorithms-that-are-not-optimized-by-jax-pytorch-or-tensorflow/
[1] https://blog.simons.berkeley.edu/2021/07/trends-in-machine-learning-theory/
[1] http://varianceexplained.org/r/sliced-ml/
[1] https://www.microsoft.com/en-us/research/podcast/machine-learning-molecular-simulation-and-the-opportunity-for-societal-good-with-chris-bishop-and-max-welling/?ocid=msr_podcast_cbishopmwelling_tw
[1] https://www.reddit.com/r/MachineLearning/comments/onxw90/n_researchers_from_ibm_mit_and_harvard_announced/

Top Domains
Top Domains in Tweet in Entire Graph:
[244] amazon.com
[178] medium.com
[117] weforum.org
[103] twitter.com
[78] youtube.com
[73] media4you.social
[66] google.com
[59] varianceexplained.org
[53] kdnuggets.com
[52] zdnet.com

Top Domains in Tweet in G1:
[179] amazon.com
[135] medium.com
[73] media4you.social
[69] weforum.org
[41] zpy.io
[38] bbntimes.com
[37] trucknews.com
[31] iu.edu
[30] cioinsight.com
[30] zdnet.com

Top Domains in Tweet in G2:
[39] twitter.com
[25] sciencedaily.com
[20] google.com
[19] upflow.co
[19] linkedin.com
[17] amazon.com
[14] indiatimes.com
[10] medium.com
[10] youtube.com
[9] twinybots.ch

Top Domains in Tweet in G3:
[3] kaggle.com
[3] oreilly.com
[2] svpino.com
[2] nature.com
[1] gumroad.com
[1] youtube.com
[1] google.com
[1] themlbook.com
[1] github.io
[1] okt.to

Top Domains in Tweet in G4:
[30] geniouxfacts.com
[17] arstechnica.com
[8] federalnewsnetwork.com
[7] upflow.co
[7] marktechpost.com
[5] youtube.com
[5] builtin.com
[5] radian6.com
[5] forbes.com
[5] informationweek.com

Top Domains in Tweet in G5:
[29] kdnuggets.com
[28] neurons.ai
[14] youtube.com
[13] amazon.com
[12] google.com
[9] twinybots.ch
[8] medium.com
[7] opendatascience.com
[6] forbes.com
[5] fetch.ai

Top Domains in Tweet in G6:
[10] amazon.com
[8] briefly.co
[6] aitrends.com
[6] berkeley.edu
[5] huggingface.co
[4] medium.com
[4] co.nz
[4] youtube.com
[4] dataversity.net
[3] freelancer.com

Top Domains in Tweet in G7:
[4] psychologytoday.com
[2] techcrunch.com
[1] wevolver.com
[1] statnews.com
[1] whova.com
[1] jpmorgan.com
[1] princeton.edu
[1] ericsson.com

Top Domains in Tweet in G8:
[5] datacamp.com
[4] amazon.com
[4] faveeo.com
[4] machinelearningmastery.com
[3] datasciencecentral.com
[2] mit.edu
[2] mytotalretail.com
[2] twitch.tv
[2] siliconangle.com
[2] udemycoupons.me

Top Domains in Tweet in G9:
[44] weforum.org
[8] ai-summary.com
[7] techxplore.com
[4] phys.org
[4] vulcan.com
[3] bdtechtalks.com
[3] eurasiareview.com
[3] t.ly
[3] udemy.com
[2] forbes.com

Top Domains in Tweet in G10:
[2] github.io
[1] offshore-mag.com
[1] github.com
[1] mit.edu
[1] stochasticlifestyle.com
[1] berkeley.edu
[1] varianceexplained.org
[1] microsoft.com
[1] reddit.com
[1] copernicus.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1711] machinelearning
[1079] ai
[882] datascience
[702] python
[593] artificialintelligence
[523] featured
[523] courses
[455] 100daysofcode
[412] ml
[403] bigdata



Top Hashtags in Tweet in G1:
[1175] machinelearning
[768] datascience
[695] ai
[676] python
[509] featured
[509] courses
[474] artificialintelligence
[446] 100daysofcode
[348] bigdata
[267] iot

Top Hashtags in Tweet in G2:
[44] machinelearning
[26] ai
[18] machine
[17] data
[16] ml
[15] artificialintelligence
[14] 3novices
[14] meghashyam
[13] learning
[13] deeplearning

Top Hashtags in Tweet in G3:
[6] machinelearning
[3] phd
[2] manufacturers
[2] chemicalphysics
[1] python
[1] 100daysofcode
[1] astrophysics
[1] ai
[1] deeplearning
[1] datascience

Top Hashtags in Tweet in G4:
[66] ai
[45] machinelearning
[36] artificialintelligence
[28] ml
[25] learning
[17] machine
[15] data
[12] featured
[12] courses
[9] iot

Top Hashtags in Tweet in G5:
[134] machinelearning
[55] ai
[32] ml
[25] datascience
[25] intoainews
[21] artificialintelligence
[15] deeplearning
[10] kdn
[10] aws
[9] learning

Top Hashtags in Tweet in G6:
[43] ai
[38] machinelearning
[27] technology
[21] ml
[8] artificialintelligence
[8] bigdata
[7] data
[7] deeplearning
[7] datascience
[6] news

Top Hashtags in Tweet in G7:
[11] ai
[6] machinelearning
[5] startups
[5] cloud
[4] ml
[4] innovation
[3] algorithm
[3] planetary
[3] training
[3] deepneuralnetworks

Top Hashtags in Tweet in G8:
[17] machinelearning
[5] datascience
[5] ai
[4] artificialintelligence
[3] icml2021
[3] bigdata
[3] dsc_article
[3] learning
[2] ml
[2] deeplearning

Top Hashtags in Tweet in G9:
[41] machinelearning
[37] ai
[13] ml
[8] bigdata
[7] artificialintelligence
[6] datascience
[4] fintech
[4] education
[3] classification
[3] dataanalysis

Top Hashtags in Tweet in G10:
[8] jax
[8] tensorflow
[8] pytorch
[4] machinelearning
[2] seedsforthought
[1] icml
[1] sliced
[1] rstats
[1] msrpodcast
[1] 100daysofmlcode

Top Words
Top Words in Tweet in Entire Graph:
[7212] learning
[6735] machine
[1711] #machinelearning
[1378] data
[1075] #ai
[963] ai
[882] #datascience
[822] artificial
[790] python
[781] intelligence

Top Words in Tweet in G1:
[2767] learning
[2415] machine
[1175] #machinelearning
[768] #datascience
[694] #ai
[676] #python
[623] data
[551] python
[509] #featured
[509] #courses

Top Words in Tweet in G2:
[707] learning
[676] machine
[111] ai
[111] data
[60] using
[57] more
[44] #machinelearning
[42] models
[37] use
[35] science

Top Words in Tweet in G3:
[454] machine
[451] learning
[180] svpino
[150] start
[146] libraries
[138] 30
[126] prasoonpratham
[107] help
[100] python
[100] data

Top Words in Tweet in G4:
[295] learning
[265] machine
[218] artificial
[212] intelligence
[79] data
[75] ai
[66] #ai
[45] #machinelearning
[36] #artificialintelligence
[29] deep

Top Words in Tweet in G5:
[200] learning
[185] machine
[134] #machinelearning
[55] #ai
[42] kdnuggets
[35] data
[32] #ml
[29] ml
[27] using
[25] #datascience

Top Words in Tweet in G6:
[230] learning
[226] machine
[43] #ai
[40] data
[38] #machinelearning
[31] ml
[27] #technology
[26] ai
[21] python
[21] #ml

Top Words in Tweet in G7:
[64] learning
[45] machine
[14] ai
[12] 2008
[10] based
[10] knows
[9] tesla
[9] jordanjamesetem
[9] proceedings
[9] international

Top Words in Tweet in G8:
[174] learning
[163] machine
[37] re
[37] chrisalbon
[37] flashcards
[36] hear
[36] going
[36] hand
[36] draw
[36] 335

Top Words in Tweet in G9:
[59] learning
[58] machine
[45] research
[45] shows
[45] biased
[45] make
[45] work
[44] wef
[43] here's
[43] iamagbolade

Top Words in Tweet in G10:
[127] machine
[127] learning
[37] simulation
[36] release
[36] physics
[30] happy
[30] swyft
[30] tool
[30] based
[30] inference

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6564] machine,learning
[750] artificial,intelligence
[611] data,science
[523] #featured,#courses
[448] bylilyv,#featured
[406] learning,python
[392] deep,learning
[376] #courses,machine
[361] ai,machine
[337] intelligence,machine

Top Word Pairs in Tweet in G1:
[2392] machine,learning
[509] #featured,#courses
[478] data,science
[434] bylilyv,#featured
[384] artificial,intelligence
[363] #courses,machine
[293] deep,learning
[277] learning,python
[258] learning,data
[226] #machine,#learning

Top Word Pairs in Tweet in G2:
[667] machine,learning
[38] ai,machine
[31] learning,models
[29] artificial,intelligence
[27] using,machine
[20] learning,model
[18] learning,ai
[16] #machine,learning
[14] #3novices,#meghashyam
[14] #meghashyam,thiruveedula

Top Word Pairs in Tweet in G3:
[450] machine,learning
[86] learning,python
[81] start,machine
[78] python,libraries
[78] libraries,notebooks
[78] notebooks,machine
[78] learning,theory
[78] theory,containers
[78] containers,restful
[78] restful,apis

Top Word Pairs in Tweet in G4:
[259] machine,learning
[211] artificial,intelligence
[101] intelligence,machine
[29] learning,artificial
[26] deep,learning
[22] data,science
[21] #ai,#ml
[17] #machine,#learning
[16] ai,machine
[15] learning,data

Top Word Pairs in Tweet in G5:
[178] machine,learning
[19] #machinelearning,#intoainews
[17] artificial,intelligence
[16] deep,learning
[15] data,science
[14] design,patterns
[12] google,cloud
[10] kdnuggets,#kdn
[10] re,partnering
[10] partnering,coursera

Top Word Pairs in Tweet in G6:
[224] machine,learning
[16] #ai,#technology
[14] learning,ml
[14] hello,everyone
[14] everyone,doing
[14] doing,giveaway
[14] giveaway,celebrated
[14] celebrated,machine
[14] learning,ebooks
[14] ebooks,ml

Top Word Pairs in Tweet in G7:
[45] machine,learning
[11] ai,machine
[9] learning,icml
[8] learning,algorithms
[8] international,conference
[8] conference,machine
[7] learning,proceedings
[7] proceedings,twenty
[6] journal,machine
[6] learning,research

Top Word Pairs in Tweet in G8:
[162] machine,learning
[37] learning,flashcards
[36] hear,going
[36] going,hand
[36] hand,re
[36] re,draw
[36] draw,335
[36] 335,machine
[36] flashcards,permission
[36] permission,punch

Top Word Pairs in Tweet in G9:
[57] machine,learning
[45] research,shows
[43] biased,here's
[43] here's,make
[43] work,iamagbolade
[27] shows,ai
[27] ai,biased
[27] make,algorithms
[27] algorithms,work
[26] human,brain

Top Word Pairs in Tweet in G10:
[124] machine,learning
[30] simulation,based
[30] based,inference
[29] happy,release
[29] release,swyft
[29] swyft,practical
[29] practical,machine
[29] learning,tool
[29] tool,robust
[29] robust,simulation

Top Replied-To
Top Replied-To in Entire Graph:
@codingfess
@rburhum
@svpino
@chinchiguiri
@id_aa_carmack
@chrismo22623271
@mit_csail
@nokia
@jenmercieca
@jebisabigfatmes

Top Replied-To in G1:
@mckinsey
@cavedisolation
@jbaezx
@maggiecodes_
@pauljwright
@chrisjnr__
@inkuantum
@machinelearnflx

Top Replied-To in G2:
@nanoputty

Top Replied-To in G3:
@svpino
@alphonsebrando2
@sufyan_dahar
@mirianfrsilva
@ru4short
@prasoonpratham

Top Replied-To in G4:
@groqinc
@goldenhillary_
@govrondesantis
@codeorg
@ethrworld
@thekriskay
@innovtaskforce
@hardsci
@da_stockman

Top Replied-To in G5:
@svpino
@whatsnewonnet

Top Replied-To in G6:
@mit_csail
@heyonuoha
@thepapashark_
@jenlucpiquant

Top Replied-To in G7:
@ucsf
@wr4nygov
@arvindgunasekar
@elonmusk

Top Replied-To in G8:
@id_aa_carmack
@sh_reya
@chrisalbon
@smerity

Top Replied-To in G10:
@draaronhill
@msftresearch
@wellingmax

Top Mentioned
Top Mentioned in Entire Graph:
@bylilyv
@svpino
@paula_piccard
@prasoonpratham
@iainljbrown
@akbarth3great
@wef
@tgcsantos
@officialindiaai
@rasangarocks

Top Mentioned in G1:
@bylilyv
@paula_piccard
@iainljbrown
@akbarth3great
@rasangarocks
@gp_pulipaka
@wef
@datascience__
@dataworkout
@fisher85m

Top Mentioned in G2:
@cleanwriter5088
@marktechpost
@azurelessons
@7gtech
@wordwowstudio
@drdatascientist
@jasonanastas
@qnewshub
@bitxt
@prolucid

Top Mentioned in G3:
@svpino
@prasoonpratham
@imvparashar
@piyalbanik
@python_engineer
@jeande_d
@hrdk_codes
@earlhaminst
@ammaryh92
@dancasas

Top Mentioned in G4:
@bylilyv
@ide747
@eagerbeavertech
@vmwarevsphere
@vmware
@plankers
@vmken
@johjustinmurray
@brogan_record
@datascience__

Top Mentioned in G5:
@kdnuggets
@googlecloud
@coursera
@youtube
@googlecloudtech
@chesscom
@odsc
@lak_gcp
@datascience__
@pachyderminc

Top Mentioned in G6:
@haezurath
@abidlabs
@gradio
@ainewsfeed
@ucberkeley
@kareem_carr
@stjepanpicek_
@huggingface
@naturecomms
@hardwear_io

Top Mentioned in G7:
@tesla
@jordanjamesetem
@oracle
@elonmusk
@claymagouyrk
@larryellison
@mit
@jpmorgan
@lindner_juergen
@tweetycami

Top Mentioned in G8:
@chrisalbon
@paperswithdata
@id_aa_carmack
@haltakov
@saiphcita
@alainsamjr
@instadeepai
@dd_bun_
@cdtrandomsys
@dd_fafa_

Top Mentioned in G9:
@wef
@iamagbolade
@theadityapatro
@mvoll
@neurosciencenew
@techxplore_com
@physorg_com
@kressheiko
@sallyea
@ronald_vanloon

Top Mentioned in G10:
@c_weniger
@omarsar0
@chrisrackauckas
@jeremy_mcgibbon
@slashml
@msftresearch
@m_abdelghany26
@shoyer
@sage_uwa
@arc_gov_au

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@threadreaderapp
@eworkde
@cybersec_feeds
@atviassist
@chidambara09
@3novices
@teamyoutube
@femtech_
@rjber15

Top Tweeters in G1:
@cybersec_feeds
@chidambara09
@femtech_
@xaelbot
@codedailybot
@rvp
@100xcode
@tess_blue815
@hubofml
@discovertech3

Top Tweeters in G2:
@eworkde
@3novices
@prpnews
@exbulletinuk
@info_lavoro
@activehire_com
@sciseekfeed
@m157q_news_rss
@biconnections
@techjunkiejh

Top Tweeters in G3:
@blackphysicists
@jfjabbo
@photolawn
@bhordemarz
@biogirl09
@sitdh
@techstoa
@uncle_fortune
@veritasardentur
@adamsfantasy

Top Tweeters in G4:
@evankirstel
@artificialbra1n
@ilovebooks786
@cnet
@preciso_com
@pib_india
@7wdata
@zsmtomotomo
@eagerbeavertech
@drjdrooghaag

Top Tweeters in G5:
@calcaware
@uncjay1
@saeedbaygi
@pitrko
@pyscalellc
@seanhackbarth
@chefoss
@manifattura40
@wired
@hipsterelectron

Top Tweeters in G6:
@ml_tweet_bot
@releaseteam
@hermesbarrios
@pakay20
@milocamj
@biobabbler
@julieparker144
@quasagroup
@jenlucpiquant
@masonsmvp

Top Tweeters in G7:
@business
@cnbc
@nbcbayarea
@techcrunch
@garyvee
@drrueckauf
@kevin_jackson
@wholemarsblog
@kristennetten
@jimcramer

Top Tweeters in G8:
@btptechsearch
@morioka
@syrafs_
@ceobillionaire
@shagaiyo
@analyticbridge
@montreal_ai
@anatoleserial
@dd_fafa_
@olilince

Top Tweeters in G9:
@rjber15
@chrisbrey1
@815wrldtrvlr
@shi4tech
@jamesvgingerich
@kuriharan
@miyakilee
@greentechdon
@sawyerandrew
@gdprai

Top Tweeters in G10:
@ayirpelle
@newsneus
@jenpasit
@urfagundem
@profabelmendez
@april_x_i
@rcalsaverini
@gatoparlante
@azarkhalili
@1rogerwoodward