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fchollet's profile
François Chollet
François Chollet
François Chollet
Verified account
@fchollet

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François CholletVerified account

@fchollet

Deep learning @google. Creator of Keras. Author of 'Deep Learning with Python'. Opinions are my own.

United States
fchollet.com
Joined August 2009

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    1. François Chollet‏Verified account @fchollet 24 Feb 2020

      Doing some data crunching. Graph: daily number of new StackOverflow questions that either contain one of {"keras", "tensorflow"} in their tags or titles, or one of {"torch", "pytorch", "torchvision"}. Past ~6 months.pic.twitter.com/H5uRT9NHYj

      16 replies 38 retweets 181 likes
      Show this thread
    2. François Chollet‏Verified account @fchollet 24 Feb 2020

      75 questions per day on average -- you could employ a few people full time just answering them

      2 replies 0 retweets 11 likes
      Show this thread
    3. François Chollet‏Verified account @fchollet 24 Feb 2020

      Daily PyPI downloads (EMA). Labeled this time.pic.twitter.com/WhvE1B2PYr

      3 replies 1 retweet 20 likes
      Show this thread
    4. François Chollet‏Verified account @fchollet 24 Feb 2020

      Now here's a really fascinating one. Weekly number of research papers indexed on arXiv specifically, and on all of Google Scholar (which includes arXiv), that mention TensorFlow, Keras, or PyTorch.pic.twitter.com/oVBsukcqXg

      1 reply 7 retweets 39 likes
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    5. François Chollet‏Verified account @fchollet 24 Feb 2020

      This tells us two things: 1) The pure ML research community (posts on arXiv) is evenly split between TF and PyTorch 2) The broader scientific community interested in applying ML (doesn't post on arXiv; often doesn't even publish preprints), which is ~20x larger, uses TF/Keras

      6 replies 13 retweets 115 likes
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    6. Aakash Kumar Nain‏ @A_K_Nain 24 Feb 2020
      Replying to @fchollet

      I am happy to see these results but I would refrain from including SO questions. Why? Because it doesn't differentiate between: 1. Unable to understand the api usage? 2. v1-> v2 migration problem? 3. Something confusing/buggy? Saying it again: We should have official forums 🙂

      2 replies 1 retweet 10 likes
      François Chollet‏Verified account @fchollet 24 Feb 2020
      Replying to @A_K_Nain

      Every data source is biased in some way. Which is why we look at many sources to see the real picture

      6:17 PM - 24 Feb 2020
      • 9 Likes
      • ✨🔥✨ Mrityunjay Aakash Kumar Nain Siddharth Vashishtha Peter Rushforth Kev Redowan Delowar 💉💉AD31 Éternellement Junior Dev Milad Aghajohari
      0 replies 0 retweets 9 likes

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