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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 30 Jun 2017

    François Chollet Retweeted David Cox

    Underappreciated reason why deep learning is superior to stacked shallow models: joint feature learning. Applicable to other systems as wellhttps://twitter.com/neurobongo/status/880905536023166977 …

    François Chollet added,

    David Cox @neurobongo
    Replying to @neurobongo
    \3 If you want things to work well, you need to chain everything to the end goal. All changes, everywhere in the system serve that goal.
    5:36 PM - 30 Jun 2017
    • 63 Retweets
    • 177 Likes
    • Matthew Gwynne Jason Rotella Ted Slater Stephen Lizcano 🌿 Yoann BENOIT Achyut Reddy Jayakrishna Rudra Wei Michael J. Sikorsky
    7 replies 63 retweets 177 likes
      1. dfarmer‏ @dfarmer 30 Jun 2017
        Replying to @fchollet

        Also it's Achilles heel. Learns all kinds of nonsense with only remedy being unattainably large datasets (except Google, Apple, etc)

        0 replies 0 retweets 2 likes
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      1. infinome‏ @InfinoMe 30 Jun 2017
        Replying to @fchollet

        Do you think this applies to multiple task learning too? Is that what you mean by joint feature learning? I need to get this verbage right.

        0 replies 0 retweets 0 likes
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      1. Ravi Annaswamy‏ @bag_of_ideas 30 Jun 2017
        Replying to @fchollet

        Hmm that may serve that goal but may not be optimal when goal needs to change or alter

        0 replies 0 retweets 1 like
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      1. Ravi Annaswamy‏ @bag_of_ideas 30 Jun 2017
        Replying to @fchollet

        Stacked shallow and weak models each feature only speaks about a small aspect or portion of a pattern so it can be relied upon

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      1. Chaotic Butter Flies‏ @botminds 30 Jun 2017
        Replying to @fchollet

        You're overreaching. This is more a global vs local utility problem. !Coordination game. Wolpert's Wonderful Life Utility as a +better frame

        0 replies 0 retweets 1 like
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      1. Umut Eser‏ @Umut1Eser 1 Jul 2017
        Replying to @fchollet

        Feeding word embeddings learned by Word2Vec to an RNN is an example for non-end-to-end training. Sometimes it helps to regularize the model.

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      1. visarga‏ @visarga 1 Jul 2017
        Replying to @fchollet

        If it's possible to apply joint feature learning on other systems, what are they?

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