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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 23 Aug 2019

      Comments are open on our new design proposal doc for image preprocessing. It introduces a Sequential-like API for image data augmentation. https://github.com/keras-team/governance/pull/10/ …pic.twitter.com/ks0Fp7w2aS

      13 replies 66 retweets 316 likes
      Show this thread
    2. Miguel Varela Ramos‏ @miguelvramos 23 Aug 2019
      Replying to @fchollet

      So... Torchvision

      1 reply 0 retweets 20 likes
    3. François Chollet‏Verified account @fchollet 24 Aug 2019
      Replying to @miguelvramos

      A more modular version of the very API we've had for 3 years, based on a community-driven discussion among Keras contributors that did not once mention whatever you are talking about. I don't even know what "torchvision" is and I couldn't care less

      1 reply 0 retweets 0 likes
    4. Miguel Varela Ramos‏ @miguelvramos 24 Aug 2019
      Replying to @fchollet

      You like to hate on pytorch, but in the end, voluntarily or not, you copy its API 🤔

      1 reply 0 retweets 1 like
    5. Miguel Varela Ramos‏ @miguelvramos 24 Aug 2019
      Replying to @miguelvramos @fchollet

      Which is not a bad thing because it is an awesome API and competition is healthy

      1 reply 0 retweets 1 like
    6. François Chollet‏Verified account @fchollet 24 Aug 2019
      Replying to @miguelvramos

      I have given several talks on API design. In them I mention code taken from the PyTorch docs as examples of user-hostile APIs. I have not once "copied" PyTorch. It is not thoughtfully designed

      1 reply 1 retweet 0 likes
    7. Miguel Varela Ramos‏ @miguelvramos 24 Aug 2019
      Replying to @fchollet

      Out of (genuine) curiosity, can you me such an example?

      1 reply 0 retweets 0 likes
      François Chollet‏Verified account @fchollet 24 Aug 2019
      Replying to @miguelvramos

      Here's one of the talkshttps://youtu.be/5ScwkHb7hBA 

      3:07 PM - 24 Aug 2019
      • 1 Retweet
      • 7 Likes
      • OMID Daniel Gibbs Behrooz Azarkhalili Nok Antoine Dennison 🚀 Ran Feldesh Miguel Varela Ramos
      1 reply 1 retweet 7 likes
        1. New conversation
        1. Miguel Varela Ramos‏ @miguelvramos 25 Aug 2019
          Replying to @fchollet

          I just took some time to watch the talk. Some things I take from it: 1) Keras has indeed a very nice UX, although I knew that already. 2) you criticize pytorch's API a couple of times, but it is always the low level API. 1/2

          1 reply 0 retweets 0 likes
        2. Miguel Varela Ramos‏ @miguelvramos 25 Aug 2019
          Replying to @miguelvramos @fchollet

          3) following the numpy API is not always good, as you exemplified by Karpathy's tweet. 4) @PyTorch is compliant with what you said in the talk with their high level APIs (Modules, transforms, etc), and TF2/Keras seem to be taking the same approach nowadays. 2/2

          0 replies 0 retweets 0 likes
          3. End of conversation

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