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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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    François Chollet‏Verified account @fchollet Aug 6

    I've deleted my tweet comparing different approaches to writing DL training loops because some folks told me it mad JAX look more difficult than it is. I'm still learning JAX (which has been a lot of fun), and if the JAX code I write is bad, that's entirely on me.

    5:55 PM - 6 Aug 2021
    • 2 Retweets
    • 173 Likes
    • Kevin Ritter Ayush Bihani Phan Minh Toàn Mohammed Innat NG Josh Varty Noah Nic Herfel Read Kraus
    11 replies 2 retweets 173 likes
      1. dinaline  🦕‏ @alinekaeri Aug 6
        Replying to @fchollet

        everyone, post good materials for learning JAX here

        0 replies 0 retweets 1 like
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      1. mat kelcey‏ @mat_kelcey Aug 6
        Replying to @fchollet

        i really like the haiku approach; part 3 of this tute http://matpalm.com/blog/ymxb_pod_slice/ …

        0 replies 1 retweet 23 likes
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      1. ユウ@名古屋‏ @you0_0ii Aug 6
        Replying to @fchollet

        Your code got me interested in JAX . I'm going to learn it:-)

        0 replies 0 retweets 0 likes
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      1. New conversation
      2. Rodrigo Baron‏ @rodrigobaron_ Aug 6
        Replying to @fchollet

        I was following the thread, it didn't seem too mad.. what i've learned in jax they expose the params and state as trainable and non-trainable parameters.. which is a pytree with values from the model and optimizer.

        1 reply 0 retweets 0 likes
      3. François Chollet‏Verified account @fchollet Aug 6
        Replying to @rodrigobaron_

        I don't think the code was wrong, but it could be made a bit simpler and more idiomatic. I need to learn to write idiomatic JAX code. Idiomatax code?

        0 replies 0 retweets 5 likes
      4. End of conversation
      1. Alexey Volkov‏ @Ark_kun Aug 6
        Replying to @fchollet

        You tweet was probably still very useful.

        0 replies 0 retweets 0 likes
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      1. New conversation
      2. Matthew Johnson‏ @SingularMattrix Aug 6
        Replying to @fchollet

        I enjoyed your tweet, and the discussion! It shone with good faith & curiosity. I am eager to see different perspectives, esp yours. (And let's not rule out the possibility that JAX is deficient here... JAX has many weaknesses. We love to hear about them, and to try to improve!)

        5 replies 0 retweets 48 likes
      3. Matthew Johnson‏ @SingularMattrix Aug 6
        Replying to @SingularMattrix @fchollet

        Because I focus on lower-level APIs, I don't have much to contribute to the substance of the discussion. But I'm interested to hear how people write this kind of code (using any and all libraries).

        0 replies 0 retweets 4 likes
      4. End of conversation
      1. giorgio mantovani‏ @GiorgioMantova Aug 6
        Replying to @fchollet

        You should write some Rosetta Stone code. Keras vs Tensorflow vs Pytorch :-)

        0 replies 0 retweets 2 likes
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      1. Sunrit Jana  🚀‏ @JanaSunrise Aug 6
        Replying to @fchollet

        Hi there! I know that JAX is amazing, but the learning curve seems a lot. How do you recommend approaching and learning it? Would love to know that 😁

        0 replies 0 retweets 0 likes
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