Deep Learning Frameworks
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Deep Learning Library Power Scores
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Jeff Hale
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Online Job ListingsKDnuggets Google Medium Amazon ArXiv GitHub Activity
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FrameworkIndeedMonsterSimply HiredLinkedInAngel ListUsage SurveySearch VolumeArticlesBooksArticlesStarsWatchersForksContributorsMedium Tags Person/Organization Most Associated WithReleasedLatest VersionURLGithub RepoQuora Topic Followers
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TensorFlow2,0791,2531,5822,61055229.90%736,2002023,700109,5768,33467,5511,6422,300Google20151.11.0https://www.tensorflow.org/https://github.com/tensorflow/tensorflow38,000
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Keras68436444969517722.20%539,120791,39033,5581,84712,658719606Fran├žois Chollet20152.2.0https://keras.io/https://github.com/keras-team/keras8,000
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PyTorch4863094286651206.40%191,780181,56018,7169524,474760257Facebook20160.4.1https://pytorch.org/https://github.com/pytorch/pytorch4,800
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Caffe6073995158661231.50%4815141,36025,6042,21815,63327076Berkeley Vision and Learning Center20141.0.0http://caffe.berkeleyvision.org/https://github.com/BVLC/caffe5,200
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Theano356316279508954.90%0428176528,4775852,44732814MILA, U Montreal20071.0.2
www.deeplearning.net/software/theano/
https://github.com/Theano/Theano6,400
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MXNET266154200298291.50%25243226015,2001,1705,49858755Apache20151.3.0https://mxnet.apache.org/https://github.com/apache/incubator-mxnet192
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CNTK1269697160123.00%022318815,1061,3684,02918916Microsoft20162.5.1https://github.com/Microsoft/CNTKhttps://github.com/Microsoft/CNTK72
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DeepLearning4J17593533.40%27011279,6158294,4412320Adam Gibson20141.0.0https://deeplearning4j.org/
https://github.com/deeplearning4j/deeplearning4j
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Caffe2555149109121.20%23352678,2845772,10219311Facebook2017https://caffe2.ai/https://github.com/pytorch/pytorch/142
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Chainer1919192830.00%29131644,1283251,09518219Preferred Networks20155.0.0https://chainer.org/https://github.com/chainer/chainer10
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FastAI000000.00%08580117,2684322,6471950Jeremy Howard20170.7.0http://www.fast.ai/https://github.com/fastai/fastai0
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Notes: Searches performed Sept 16, except for frameworks in white performed Sept. 20.Source: Searches on respective websites. USA. Search: machine learning [library name] Source: KDnuggets.com KDnuggets 2018 Poll:
What Analytics, Big Data, Data Science, Machine Learning software you used in the past 12 months for a real project?
International. MXNET, CNTK, Theano all saw drops since 2017.
Source: Google Trends. All include TensorFlow. Location = USA. See article graphic. Sept 15 data. Past 12 months. Data change if change time period. This is relative to each other for past week when scale is past 12 months. DeepLearning4J, Caffe learning & Chainer actual readiings "<1". Used "Caffe Learning" because Caffe too broad.Google site search of Medium.com for past 12 months with framework + "learning" as search term. Performed Sept. 21.Source: Amazon searches on Amazon.com Amazon: Books->Computers & TechnologySource: Google site search framework name and pdf file type of arXiv.org over past 12 months. Conducted Sept. 21. Source: GitHub observations. Caffe2 uses pre-PyTorch-merged GitHub data.Source: Medium when add tag to article. Not in power score.Added Sept 20, not in power score.
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Goes with Medium Aricle:
https://towardsdatascience.com/deep-learning-framework-power-scores-2018-23607ddf297a
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Goes with Kaggle Kernel:
https://www.kaggle.com/discdiver/deep-learning-framework-power-scores-2018
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caffe 0 was Dec. 2013
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caffe2 source code now lives at pytorch repo
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