%22machine learning%22, Twitter, 8/1/2020 12:16:51 AM, 231538


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%22machine learning%22_2020-07-31_16-57-37.xlsx
"machine learning"_2020-07-31_16-57-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 01, 2020
Short Description:
"machine learning" via NodeXL https://bit.ly/2EBl4e9
@techtrendingnow
@powerbi_pros
@jekbradbury
@kirkdborne
@developersbot
@jeffdean
@kdnuggets
@ronald_vanloon
@holgermu
@thecuriousluke

Top hashtags:
#machinelearning
#ai
#datascience
#bigdata
#python
#iot

Description:
Description
The graph represents a network of 4,664 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 Saturday, 01 August 2020 at 00:06 UTC.

The requested start date was Friday, 31 July 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 8-hour, 40-minute period from Tuesday, 28 July 2020 at 20:25 UTC to Thursday, 30 July 2020 at 05:05 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 : 4664
Unique Edges : 2938
Edges With Duplicates : 7559
Total Edges : 10497
Number of Edge Types : 5
Retweet : 3320
MentionsInRetweet : 4178
Tweet : 1551
Mentions : 1179
Replies to : 269
Self-Loops : 1589
Reciprocated Vertex Pair Ratio : 0.0151783954267692
Reciprocated Edge Ratio : 0.0299029126213592
Connected Components : 1072
Single-Vertex Connected Components : 520
Maximum Vertices in a Connected Component : 2198
Maximum Edges in a Connected Component : 7093
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 5.231769
Graph Density : 0.000236800858111133
Modularity : 0.480704
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 4,664 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 Saturday, 01 August 2020 at 00:06 UTC.

The requested start date was Friday, 31 July 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 8-hour, 40-minute period from Tuesday, 28 July 2020 at 20:25 UTC to Thursday, 30 July 2020 at 05:05 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:
[137] https://cloud.google.com/blog/products/ai-machine-learning/google-breaks-ai-performance-records-in-mlperf-with-worlds-fastest-training-supercomputer
[53] https://twinybots.ch/
[32] https://www.kdnuggets.com/2020/07/tour-end-to-end-machine-learning-platforms.html
[24] https://www.technologyreview.com/2020/07/20/1005454/openai-machine-learning-language-generator-gpt-3-nlp/
[24] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2F11-most-common-machine-learning-algorithms-explained-in-a-nutshell-cc6e98df93be
[21] https://medium.com/meta-design-ideas/math-stats-and-nlp-for-machine-learning-as-fast-as-possible-915ef47ced5f
[21] https://hackernoon.com/how-to-classify-animal-images-via-a-convolutional-neural-network-op1w3x3f
[19] https://www.forbes.com/sites/moorinsights/2020/07/27/qc-ware-announces-quantum-machine-learning-breakthrough/
[18] https://www.mygreatlearning.com/blog/machine-learning-to-solve-climate-change/
[18] https://www.psu.com/news/sony-patent-suggests-dlss-like-sampling-technique-could-be-used-on-ps5-games/

Top URLs in Tweet in G1:
[44] https://twinybots.ch/
[21] https://hackernoon.com/how-to-classify-animal-images-via-a-convolutional-neural-network-op1w3x3f
[20] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2F11-most-common-machine-learning-algorithms-explained-in-a-nutshell-cc6e98df93be
[18] https://www.mygreatlearning.com/blog/machine-learning-to-solve-climate-change/
[16] https://cousesites.blogspot.com/2020/07/pandas-and-scikit-learn-for-data.html
[14] https://www.topbots.com/interpretable-machine-learning/
[11] https://www.datasciencecentral.com/group/announcements/page/six-success-factors-for-getting-started-with-machine-learning
[11] https://www.acquia.com/blog/how-machine-learning-can-maximize-your-marketing-roi
[10] https://www.forbes.com/sites/moorinsights/2020/07/27/qc-ware-announces-quantum-machine-learning-breakthrough/
[10] https://www.forbes.com/sites/forbestechcouncil/2020/07/28/machine-learning-powers-knowledge-management/#7d8c919e5767

Top URLs in Tweet in G2:
[13] https://cloud.google.com/blog/products/ai-machine-learning/google-breaks-ai-performance-records-in-mlperf-with-worlds-fastest-training-supercomputer
[5] https://twinybots.ch/
[5] https://aws.amazon.com/blogs/machine-learning/translating-documents-spreadsheets-and-presentations-in-office-open-xml-format-using-amazon-translate/
[5] https://aws.amazon.com/blogs/machine-learning/simplifying-application-onboarding-with-amazon-codeguru-profiler/
[4] https://www.technologyreview.com/2020/07/20/1005454/openai-machine-learning-language-generator-gpt-3-nlp/
[4] https://www.forbes.com/sites/moorinsights/2020/07/27/qc-ware-announces-quantum-machine-learning-breakthrough/
[4] https://www.kdnuggets.com/2020/07/tour-end-to-end-machine-learning-platforms.html
[4] https://aws.amazon.com/blogs/machine-learning/optimizing-your-engagement-marketing-with-personalized-recommendations-using-amazon-personalize-and-braze/
[3] https://www.forbes.com/sites/insights-temenos/2019/06/17/empowered-by-technology-wealth-managers-will-take-personalization-to-the-next-level/#421fa2fc38c4
[3] https://blogs.sciencemag.org/pipeline/archives/2020/07/23/ai-machine-learning-and-the-pandemic

Top URLs in Tweet in G3:
[15] https://www.kdnuggets.com/2020/07/tour-end-to-end-machine-learning-platforms.html
[10] https://365a.com.au/subscribe/
[6] https://www.r-bloggers.com/supervised-machine-learning-for-text-analysis-in-r/
[5] https://www.kdnuggets.com/2019/05/sample-huge-dataset-machine-learning.html
[5] https://towardsdatascience.com/build-and-deploy-machine-learning-web-app-using-pycaret-and-streamlit-28883a569104?gi=eb4b81fcd08e
[5] https://www.forbes.com/sites/moorinsights/2020/07/27/qc-ware-announces-quantum-machine-learning-breakthrough/
[5] https://www.forbes.com/sites/tiriasresearch/2020/07/21/5g-and-machine-learning-taking-cellular-base-stations-from-smart-to-genius/#710eb7d83435
[4] https://medium.com/meta-design-ideas/math-stats-and-nlp-for-machine-learning-as-fast-as-possible-915ef47ced5f
[4] https://towardsdatascience.com/fuzzy-name-matching-with-machine-learning-f09895dce7b4?source=social.tw
[4] https://towardsdatascience.com/hybrid-rule-based-machine-learning-with-scikit-learn-9cb9841bebf2?source=social.tw

Top URLs in Tweet in G4:
[23] https://cloud.google.com/blog/products/ai-machine-learning/google-breaks-ai-performance-records-in-mlperf-with-worlds-fastest-training-supercomputer
[10] https://arxiv.org/abs/2007.14381
[2] https://aithority.com/technology/analytics/putting-ai-and-machine-learning-to-work-in-cloud-based-bi-and-analytics/
[2] https://cloud.google.com/blog/products/ai-machine-learning/google-breaks-ai-performance-records-in-mlperf-with-worlds-fastest-training-supercomputer?utm_content=buffer32141&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.linkedin.com/slink?code=gVTk94G
[1] https://www.eventbrite.com/e/webinar-machine-learning-for-product-managers-by-google-pm-tickets-111288535004?aff=twitterevents
[1] https://twitter.com/ogawa_tter/status/1273962542230982656
[1] https://twitter.com/ogawa_tter/status/1288525278587703297
[1] http://newsroom.ngis.com.au/machine-learning-models-are-making-the-resource-industry-more-efficient?utm_campaign=NGIS
[1] Q1

Top URLs in Tweet in G5:
[4] http://tf.data
[2] https://arxiv.org/abs/2007.14381
[1] https://cloud.google.com/blog/products/ai-machine-learning/google-breaks-ai-performance-records-in-mlperf-with-worlds-fastest-training-supercomputer
[1] https://www.datasciencecentral.com/profiles/blogs/machine-learning-with-c-polynomial-regression-with-eigen
[1] https://www.datasciencecentral.com/profiles/blogs/new-books-and-resources-for-dsc-members
[1] https://twitter.com/highermathnotes/status/1288589172005982208
[1] https://share.transistor.fm/s/1da39dd3?linkId=95314424
[1] https://docs.microsoft.com/en-us/azure/machine-learning/how-to-consume-web-service
[1] https://github.com/tensorflow/tensorflow/pull/40701/files?short_path=781a53e#diff-781a53e648f3df8d16a08ec083b04bf4
[1] https://twitter.com/ongchinhwee/status/1286712115516985344

Top URLs in Tweet in G6:
[25] https://cloud.google.com/blog/products/ai-machine-learning/google-breaks-ai-performance-records-in-mlperf-with-worlds-fastest-training-supercomputer
[4] https://customerthink.com/top-machine-learning-algorithms-frameworks-tools-and-products-used-by-data-scientists/
[4] https://github.com/stefan-jansen/machine-learning-for-trading
[3] https://www.kdnuggets.com/2020/07/tour-end-to-end-machine-learning-platforms.html
[3] https://www.zdnet.fr/actualites/amazon-lance-son-detecteur-de-fraude-base-sur-le-machine-learning-39907435.htm
[2] https://github.com/eugeneyan/applied-ml
[2] https://news-medical.net/
[2] http://upflow.co/l/lS1t/nested-cross-validation-for-machine-learning-with-python
[2] https://aws.amazon.com/blogs/machine-learning/optimizing-your-engagement-marketing-with-personalized-recommendations-using-amazon-personalize-and-braze/
[1] https://github.com/chris-chris/ml-engineer-roadmap

Top URLs in Tweet in G7:
[7] https://cloud.google.com/blog/products/ai-machine-learning/google-breaks-ai-performance-records-in-mlperf-with-worlds-fastest-training-supercomputer
[2] https://cloud.google.com/solutions/machine-learning/mlops-continuous-delivery-and-automation-pipelines-in-machine-learning?hl=ja
[1] https://www.youtube.com/watch?v=T9nKuk3HyuQ&feature=youtu.be

[1] https://pretalx.com/juliacon2020/schedule/#2020-07-28
[1] https://www.youtube.com/watch?v=Bk4PJnjuPps&feature=youtu.be

[1] https://cloud.google.com/blog/products/ai-machine-learning/online-shopping-gets-personal-with-recommendations-ai
[1] https://b.hatena.ne.jp/-/redirect?code=77502f725e506b515e432f515e4330674d213b325e207759&location_id=4689239579371575106&signature=2156497b7acad62b86e61bfb75f01d474476cf3109b586d60808b44c94b681aa
[1] https://twitter.com/JuliaConOrg/status/1279088001969160194

Top URLs in Tweet in G8:
[3] https://www.microsoft.com/en-us/research/event/frontiers-in-machine-learning-2020/
[3] https://twitter.com/MSFTResearch/status/1288602436915965952
[3] https://eurekalert.org/pub_releases/2020-07/uops-nml072720.php
[2] https://aithority.com/machine-learning/wellquest-senior-living-selects-carepredicts-ai-powered-solution-to-improve-resident-safety/
[2] http://upflow.co/l/QgLV/2020/07/23/top-five-data-privacy-issues-that-artificial-intelligence-and-machine-learning-startups-need-to-know/utm_source=dlvr.it&utm_medium=twitter
[2] https://www.microsoft.com/en-us/research/video/frontiers-in-machine-learning-big-ideas-in-causality-and-machine-learning/
[1] https://aithority.com/machine-learning/bayesian-networks/fuze-enhances-enterprise-communications-with-new-patent-for-selecting-the-most-reliable-network-routes/
[1] https://aithority.com/internet-of-things/industrys-first-mcu-based-implementation-of-glow-neural-network-compiler/
[1] https://www.youtube.com/watch?v=fNuMHDrh6AY

[1] https://causalai.net/r60.pdf

Top URLs in Tweet in G9:
[4] https://aithority.com/technology/analytics/putting-ai-and-machine-learning-to-work-in-cloud-based-bi-and-analytics/
[2] https://towardsai.net/ml-phd
[2] https://techxplore.com/news/2020-07-machine-satisfaction-romantic-relationships.html
[2] https://t.co/xBkESQp7HC
[1] https://eos.org/agu-news/the-rise-of-machine-learning?utm_content=135890301&utm_medium=social&utm_source=twitter&hss_channel=tw-4337144594
[1] https://towardsai.net/p/machine-learning/bias-variance-in-machine-learning?utm_content=135835929&utm_medium=social&utm_source=twitter&hss_channel=tw-4337144594
[1] https://www.genengnews.com/news/ai-approach-relies-on-big-data-and-machine-learning-to-design-new-proteins/?utm_content=135838495&utm_medium=social&utm_source=twitter&hss_channel=tw-4337144594
[1] https://eos.org/agu-news/the-rise-of-machine-learning
[1] https://www.genengnews.com/news/ai-approach-relies-on-big-data-and-machine-learning-to-design-new-proteins/
[1] https://www.genengnews.com/topics/bioprocessing/utilizing-machine-learning-for-better-bioprocess-development/

Top URLs in Tweet in G10:
[5] https://events.cifar.ca/ehome/index.php?eventid=541374&s=4a05f902cb03553f2ea7f911e1861c67-MjAyMC0wNCM1ZWE4MWU1Y2RkMWIw&ebs=4a05f902cb03553f2ea7f911e1861c67-MjAyMC0wNCM1ZWE4MWU1Y2RkMWIw&eb=767199
[2] http://causality.cs.ucla.edu/blog/index.php/2020/07/26/radical-empiricism-and-machine-learning-research/
[1] https://twitter.com/schock/status/1288245495241093120
[1] https://engineering.fb.com/ai-research/rosetta-understanding-text-in-images-and-videos-with-machine-learning/
[1] https://careers.twitter.com/en/work-for-twitter/202005/sr-staff-ml-engineer-knowledge-graph.html
[1] https://deepai.org/machine-learning-glossary-and-terms/narrow-ai
[1] https://twitter.com/hammerheadbat/status/1288454841476546561
[1] https://twitter.com/genderify/status/1282688200675401730
[1] http://causality.cs.ucla.edu/blog/index.php/2020/07/07/data-versus-science-contesting-the-soul-of-data-science/
[1] https://cloud.google.com/blog/products/ai-machine-learning/google-breaks-ai-performance-records-in-mlperf-with-worlds-fastest-training-supercomputer

Top Domains
Top Domains in Tweet in Entire Graph:
[163] google.com
[136] medium.com
[106] twitter.com
[92] kdnuggets.com
[92] upflow.co
[81] datasciencecentral.com
[75] towardsdatascience.com
[73] forbes.com
[67] amazon.com
[56] arxiv.org

Top Domains in Tweet in G1:
[64] medium.com
[53] datasciencecentral.com
[44] twinybots.ch
[35] neurons.ai
[34] forbes.com
[29] blogspot.com
[29] kdnuggets.com
[26] zpy.io
[25] towardsdatascience.com
[24] iammarketingmedia.com

Top Domains in Tweet in G2:
[40] upflow.co
[33] twitter.com
[32] arxiv.org
[23] amazon.com
[20] linkedin.com
[19] google.com
[14] forbes.com
[12] medium.com
[12] kdnuggets.com
[11] technologyreview.com

Top Domains in Tweet in G3:
[31] kdnuggets.com
[16] towardsdatascience.com
[14] technologyreview.com
[14] medium.com
[11] forbes.com
[11] com.au
[9] intratio.com
[8] r-bloggers.com
[4] co.uk
[3] datasciencecentral.com

Top Domains in Tweet in G4:
[25] google.com
[10] arxiv.org
[2] aithority.com
[2] twitter.com
[1] linkedin.com
[1] eventbrite.com
[1] com.au

Top Domains in Tweet in G5:
[4] tf.data
[2] datasciencecentral.com
[2] twitter.com
[2] arxiv.org
[1] google.com
[1] transistor.fm
[1] microsoft.com
[1] github.com
[1] neurostars.org
[1] youtube.com

Top Domains in Tweet in G6:
[27] google.com
[9] github.com
[5] upflow.co
[4] customerthink.com
[4] kdnuggets.com
[4] amazon.com
[3] news-medical.net
[3] zdnet.fr
[1] whimsical.com
[1] prweb.com

Top Domains in Tweet in G7:
[10] google.com
[2] youtube.com
[1] pretalx.com
[1] ne.jp
[1] twitter.com

Top Domains in Tweet in G8:
[7] microsoft.com
[5] twimlai.com
[4] aithority.com
[3] youtube.com
[3] twitter.com
[3] eurekalert.org
[2] upflow.co
[2] intel.ly
[1] causalai.net
[1] aijobsdb.com

Top Domains in Tweet in G9:
[4] aithority.com
[3] towardsai.net
[3] genengnews.com
[2] eos.org
[2] techxplore.com
[2] t.co
[1] thefinancialbrand.com
[1] on24.com
[1] twitter.com
[1] google.com

Top Domains in Tweet in G10:
[5] cifar.ca
[4] twitter.com
[3] ucla.edu
[1] fb.com
[1] deepai.org
[1] google.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1288] machinelearning
[683] ai
[440] datascience
[374] bigdata
[292] python
[237] iot
[225] analytics
[224] ml
[168] deeplearning
[165] artificialintelligence



Top Hashtags in Tweet in G1:
[965] machinelearning
[487] ai
[381] datascience
[327] bigdata
[274] python
[212] iot
[211] analytics
[136] deeplearning
[128] ml
[123] iiot

Top Hashtags in Tweet in G2:
[39] machinelearning
[31] ai
[14] learning
[12] ml
[9] artificialintelligence
[9] datascience
[6] bigdata
[6] machine
[5] python
[4] seo

Top Hashtags in Tweet in G3:
[74] machinelearning
[38] ai
[21] datascience
[18] artificialintelligence
[17] ml
[15] deeplearning
[15] bigdata
[11] rpa
[11] learning
[9] kdn

Top Hashtags in Tweet in G4:
[4] machinelearning
[4] ml
[4] ai
[2] googlecloud
[2] google
[1] prodmgmt
[1] productevents
[1] onlineevents
[1] technology
[1] technews

Top Hashtags in Tweet in G5:
[1] mathed
[1] tensorflow
[1] machinelearning

Top Hashtags in Tweet in G6:
[6] datascience
[5] tech
[4] king
[3] techno
[2] techstuff
[2] technology
[2] neuralnetworks
[2] ai
[2] ml
[2] agi

Top Hashtags in Tweet in G7:
[65] gcpja
[3] julialang
[1] machinelearning

Top Hashtags in Tweet in G8:
[7] xeonscalable
[5] algorand
[4] datasciencejobs
[4] datascience
[4] datasciencejob
[4] datascientist
[4] datasciencecareer
[3] blockchain
[3] artificialintelligence
[3] ainews

Top Hashtags in Tweet in G9:
[10] ai
[7] ml
[7] bigdata
[7] machinelearning
[6] insurtech
[4] artificialintelligence
[4] bi
[4] analytics
[4] fintech
[4] insurance

Top Hashtags in Tweet in G10:
[9] setilive
[8] osint
[1] artificialintelligence
[1] narrowai

Top Words
Top Words in Tweet in Entire Graph:
[3797] machine
[3711] learning
[1288] #machinelearning
[748] data
[683] #ai
[459] ai
[440] #datascience
[374] #bigdata
[353] more
[344] google

Top Words in Tweet in G1:
[1090] learning
[1055] machine
[965] #machinelearning
[487] #ai
[381] #datascience
[327] #bigdata
[274] #python
[247] data
[212] #iot
[211] #analytics

Top Words in Tweet in G2:
[563] learning
[541] machine
[111] data
[63] ai
[42] artificial
[40] more
[39] #machinelearning
[39] using
[35] intelligence
[33] amazon

Top Words in Tweet in G3:
[129] machine
[128] learning
[74] #machinelearning
[67] kdnuggets
[38] #ai
[32] ronald_vanloon
[30] end
[29] model
[28] more
[26] learn

Top Words in Tweet in G4:
[156] google
[146] mlperf
[144] records
[102] benchmarks
[101] results
[100] set
[100] six
[100] eight
[99] very
[99] excited

Top Words in Tweet in G5:
[196] machine
[94] more
[91] week
[91] train
[90] 2016
[90] working
[90] translation
[90] took
[90] multi
[90] gpu

Top Words in Tweet in G6:
[94] machine
[90] learning
[73] ml
[70] omarsar0
[54] roadmap
[49] beautiful
[49] chart
[49] demonstrating
[49] potential
[49] engineers

Top Words in Tweet in G7:
[71] google
[65] #gcpja
[64] kazunori_279
[64] 4096個
[64] 8192コア
[64] のtpu
[64] v3を搭載したaiスパコンで430pflopsを達成
[64] mlperfの世界記録を更新
[64] また単体性能が2
[64] 7倍のtpu

Top Words in Tweet in G8:
[70] machine
[65] learning
[24] frontiers
[22] available
[21] event
[19] msftresearch
[18] videos
[15] sessions
[13] 2020
[13] watch

Top Words in Tweet in G9:
[15] learning
[14] machine
[10] #ai
[9] data
[8] led
[7] #ml
[7] agu_eos
[7] climate
[7] modelers
[7] massive

Top Words in Tweet in G10:
[25] machine
[21] data
[20] learning
[14] tomorrow
[13] whole
[13] thread
[13] archived
[13] required
[13] reading
[13] uni

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3503] machine,learning
[210] data,science
[192] #analytics,#datascience
[191] #bigdata,#analytics
[172] #datascience,#ai
[161] #ai,#machinelearning
[137] artificial,intelligence
[117] ai,machine
[115] very,excited
[115] #iot,#iiot

Top Word Pairs in Tweet in G1:
[1016] machine,learning
[192] #analytics,#datascience
[191] #bigdata,#analytics
[171] #datascience,#ai
[141] #ai,#machinelearning
[115] #iot,#iiot
[89] data,science
[86] #python,#rstats
[72] #iiot,#python
[71] learning,#machinelearning

Top Word Pairs in Tweet in G2:
[537] machine,learning
[30] artificial,intelligence
[20] learning,algorithms
[19] data,science
[18] ai,machine
[18] learning,python
[18] intelligence,machine
[17] using,machine
[15] amazon,fraud
[14] fraud,detector

Top Word Pairs in Tweet in G3:
[128] machine,learning
[20] increase,expertise
[20] expertise,machine
[20] learning,foundational
[20] foundational,understanding
[20] understanding,bayesian
[20] bayesian,statistics
[19] kdnuggets,increase
[17] learning,model
[15] tour,end

Top Word Pairs in Tweet in G4:
[100] records,six
[100] six,eight
[99] very,excited
[99] excited,see
[99] see,mlperf
[99] mlperf,results
[99] results,released
[99] released,today
[99] today,google
[99] google,tpus

Top Word Pairs in Tweet in G5:
[90] 2016,working
[90] working,machine
[90] machine,translation
[90] translation,took
[90] took,more
[90] more,week
[90] week,multi
[90] multi,gpu
[90] gpu,machine
[90] machine,train

Top Word Pairs in Tweet in G6:
[90] machine,learning
[54] learning,roadmap
[49] beautiful,chart
[49] chart,demonstrating
[49] demonstrating,potential
[49] potential,machine
[49] roadmap,ml
[49] ml,engineers
[49] engineers,includes
[49] includes,technologies

Top Word Pairs in Tweet in G7:
[64] kazunori_279,google
[64] google,4096個
[64] 4096個,8192コア
[64] 8192コア,のtpu
[64] のtpu,v3を搭載したaiスパコンで430pflopsを達成
[64] v3を搭載したaiスパコンで430pflopsを達成,mlperfの世界記録を更新
[64] mlperfの世界記録を更新,また単体性能が2
[64] また単体性能が2,7倍のtpu
[64] 7倍のtpu,v4も新たに登場
[64] v4も新たに登場,#gcpja

Top Word Pairs in Tweet in G8:
[65] machine,learning
[24] frontiers,machine
[21] learning,event
[12] videos,2020
[12] 2020,frontiers
[12] event,available
[12] available,demand
[12] demand,watch
[12] watch,sessions
[12] sessions,theory

Top Word Pairs in Tweet in G9:
[14] machine,learning
[7] climate,modelers
[7] modelers,massive
[7] massive,energy
[7] energy,required
[7] required,supercomputers
[7] supercomputers,analyze
[7] analyze,data
[7] data,colors
[7] colors,allow

Top Word Pairs in Tweet in G10:
[20] machine,learning
[13] whole,thread
[13] thread,archived
[13] archived,required
[13] required,reading
[13] reading,uni
[13] uni,program
[13] program,data
[13] data,science
[13] science,training

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@jeffdean
@jekbradbury
@gp_pulipaka
@kirkdborne
@kdnuggets
@omarsar0
@kazunori_279
@awscloud
@ronald_vanloon
@machinelearnflx

Top Mentioned in G1:
@gp_pulipaka
@kirkdborne
@awscloud
@bylilyv
@fabriziobustama
@thisisgulshan
@datascience__
@ipfconline1
@rachelevagordon
@datasciencenig

Top Mentioned in G2:
@dimsumthinking
@alisterbrenton
@afigueiredo
@sophiatseliem
@kartikksrivasta
@jmirpub
@hollaka_hollala
@currerimktg

Top Mentioned in G3:
@kdnuggets
@ronald_vanloon
@techreview
@tdatascience
@365architechs
@activewizards
@intengineering
@fredericl
@techcrunch
@rbloggers

Top Mentioned in G4:
@jeffdean
@uhoelzle
@hichaelmart
@googlecloud
@google
@gstsdn
@btsportfootball
@ogawa_tter
@footiewriter
@jekbradbury

Top Mentioned in G5:
@jekbradbury
@tensorflow
@jeffdean
@scikit_learn
@datasciencectrl
@microsoft
@dynamicwebpaige
@gstsdn
@cloudswyft
@dweinberger

Top Mentioned in G6:
@omarsar0
@fchollet
@kdnuggets
@sodaibo
@cryptrader2020
@cichuck
@chris_loves_ai
@jekbradbury
@chefphileas
@eugeneyan

Top Mentioned in G7:
@kazunori_279
@jaguring1
@juliaconorg
@odeninstitute
@cdleary
@jeffdean
@jekbradbury
@wayama_ryousuke
@po3rin

Top Mentioned in G8:
@msftresearch
@intelai
@emrek
@mmbronstein
@besanushi
@susan_athey
@eliasbareinboim
@twitterresearch
@peteratmsr
@twimlai

Top Mentioned in G9:
@agu_eos
@towards_ai
@genbio
@uchicagopme
@globaliqx
@ibm
@j
@drjdrooghaag
@digitalcloudgal
@sallyeaves

Top Mentioned in G10:
@kennwhite
@michaelmontano
@fdl_ai
@setiinstitute
@osintcombine
@yudapearl
@smartclickai
@pturaga1
@katerosebee
@techreview

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@odio_nao
@engineersday
@radioelshinta
@chidambara09
@independent
@indiegamesdevel
@evankirstel
@aaroncuddeback
@deejayiwan

Top Tweeters in G1:
@sectest9
@chidambara09
@independent
@evankirstel
@sudeepkhatri
@iam__network
@femtech_
@tess_blue815
@calcaware
@into_ai

Top Tweeters in G2:
@engineersday
@it_securitynews
@blackphysicists
@tatzanx
@hollaka_hollala
@allentien
@five15design
@tjmlab
@angsuman
@suriyasubraman

Top Tweeters in G3:
@gambiste1
@jjj5819
@donaldndoro
@techjunkiejh
@techcrunch
@jose_garde
@losagitados
@b_cavello
@civillizard
@robotconsumer

Top Tweeters in G4:
@primal_digest
@noisequeen
@jrmcgrail
@squawka
@holgermu
@ceobillionaire
@montreal_ai
@google
@ubervd
@qhardy

Top Tweeters in G5:
@djriveraros
@masafumi
@siuying
@odashi_t
@allsumnull
@kevinrj
@jekbradbury
@cooleditphoto
@branerunner
@martdominguez

Top Tweeters in G6:
@santchiweb
@newsfilterio
@photolawn
@craigthomler
@chefphileas
@octonion
@charlyaztec
@technobotnl
@justusnatuhwera
@elcavalos

Top Tweeters in G7:
@m_hayase256
@foxyuun
@kind_dark
@brainfs
@peko409
@goroman
@h_gocchi
@koba789
@sanskie
@mura_sun

Top Tweeters in G8:
@marypcbuk
@scieducation1
@enerphyschem
@technojeder
@robshiveley
@geraldjwilmink
@mohapsat
@nagayama0706
@aithority
@dayman58

Top Tweeters in G9:
@lollydaskal
@akwyz
@meghanmbiro
@masuda_ko_1
@conpsweeney
@dinisguarda
@neilmilliken
@topcybernews
@junjudapi
@mclynd

Top Tweeters in G10:
@ruisaldanha
@kas_stoner
@nite0wl
@ayirpelle
@rdsweb
@xionyc
@jsbustaman
@nonya_bidniss
@circuitswan
@yogeshbang