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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 15 Apr 2020

    The most modern way to implement a GAN in Keras is actually simply this.pic.twitter.com/7XQqQxZnvz

    8:12 PM - 15 Apr 2020
    • 412 Retweets
    • 2,222 Likes
    • Md Mainuddin Anand Chhatpar (he/him) Soumen Pramanik, Data Scientist, Daimler AG Daniel BARD sai nikhit Maria Azevedo Jose Cuartas lauro 🇧🇷 JX
    32 replies 412 retweets 2,222 likes
      1. New conversation
      2. François Chollet‏Verified account @fchollet 15 Apr 2020

        You can call `compile()` & `fit()` on this bad boy. It handles callbacks, it has built-in distribution support, etc. It does everything `fit()` usually does. But with your own low-level training algorithm.pic.twitter.com/m2mmbRtcH2

        3 replies 9 retweets 89 likes
        Show this thread
      3. François Chollet‏Verified account @fchollet 15 Apr 2020

        This is *progressive disclosure of complexity* at work: exactly the amount of low-level control over the details that you need, together with the highest achievable amount of high-level convenience & performance optimization. That's exactly the reason why to use a framework.

        3 replies 8 retweets 133 likes
        Show this thread
      4. End of conversation
      1. Ahmad Mustafa Anis‏ @AhmadMustafaAn1 15 Apr 2020
        Replying to @fchollet

        Hey @fchollet, I just started learning Keras from your book and I am already in love with Keras(which is my first Machine Learning/ Deep Learning Framework). I hope to read the new version of your book soon.

        0 replies 0 retweets 4 likes
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      1. New conversation
      2. SahasraAyusha:‏ @Advaitaratna 15 Apr 2020
        Replying to @fchollet

        Sir, I have a small question regarding using GAN's for Image processing. Would it be possible to increase the quality of an ordinary image into that of say a DSLR image using GAN's assuming that I am using Keras

        1 reply 0 retweets 0 likes
      3. // Web3 Dev //‏ @bobo_ai_yen 16 Apr 2020
        Replying to @Advaitaratna @fchollet

        I think it’s more dependent on the GAN architecture you use than the framework... Super Res GAN flavors implemented in Keras (and other frameworks) abound

        0 replies 0 retweets 2 likes
      4. End of conversation
      1. New conversation
      2. Yannis Kalatzis‏ @YKalatzis 15 Apr 2020
        Replying to @fchollet

        Unroll @threadreaderapp

        1 reply 0 retweets 1 like
      3. Thread Reader App‏ @threadreaderapp 15 Apr 2020
        Replying to @YKalatzis

        Hi! the unroll you asked for: @fchollet: The most modern way to implement a GAN in Keras is actually simply this. You can call `compile()` & `fit()`… https://threadreaderapp.com/thread/1250622989541838848.html … Share this if you think it's interesting. 🤖

        0 replies 2 retweets 8 likes
      4. End of conversation
      1. New conversation
      2. Jodh Singh‏ @jetjodh 15 Apr 2020
        Replying to @fchollet

        What does adding random noise to the labels do to help in training?

        1 reply 0 retweets 4 likes
      3. Bruno Santos‏ @BartUndDrang 16 Apr 2020
        Replying to @jetjodh @fchollet

        I believe this is a "label smoothing" technique, which seems to have a regularizing effect. In practice, what it does is changing a "hard label" (1.0) to a "soft label" (1.2), for example.

        0 replies 0 retweets 5 likes
      4. End of conversation
      1. Abubakar Abid‏ @abidlabs 15 Apr 2020
        Replying to @fchollet

        @reebiesss check this out

        0 replies 0 retweets 2 likes
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