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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 17 Feb 2016

    In "neural networks", the neuro analogies represent an unnecessary and actively harmful level of conceptual indirection.

    10:20 PM - 17 Feb 2016
    • 24 Retweets
    • 45 Likes
    • Jovany Agathe Pasquale Minervini Atul Acharya Saurav Gupta alejandro cassis themindscourge Smerity David Quigley Jedrzej (Jacob) Kozerawski
    4 replies 24 retweets 45 likes
      1. Federico Vaggi‏ @F_Vaggi 17 Feb 2016
        Replying to @fchollet

        @fchollet Some brilliant researchers (LeCunn, Hinton) have developed powerful techniques (convs, dropout) by analogy with neural processes.

        0 replies 0 retweets 1 like
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      1. Federico Vaggi‏ @F_Vaggi 17 Feb 2016
        Replying to @ferrouswheel

        @ferrouswheel @fchollet oh sure, but I found Hinton's reasoning about dropout to be incredibly interesting and enlightening.

        0 replies 0 retweets 0 likes
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      1. Federico Vaggi‏ @F_Vaggi 17 Feb 2016
        Replying to @ferrouswheel

        @ferrouswheel It's useful to remember that they are just analogies though. Neurons in the brain have nothing to do with electronic ones.

        0 replies 0 retweets 0 likes
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      1. Edward Grefenstette  🇪🇺‏ @egrefen 18 Feb 2016
        Replying to @fchollet

        @fchollet Agreed but it's fairly common: e.g. labour/republican/etc parties in most countries, that are not that pro-labour/republicanism/…

        0 replies 0 retweets 1 like
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      1. Liling Tan‏ @alvations 18 Feb 2016
        Replying to @fchollet

        @fchollet we should call it the "balls-and-sticks networks". The more balls you have connected with more sticks, the better they learns.

        0 replies 2 retweets 2 likes
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      2. Páidí Creed‏ @paidicreed 19 Feb 2016
        Replying to @fchollet

        @fchollet Indeed. I always flinch when someone emphasises the "like a human brain" aspect of a model, as if that is the key insight

        1 reply 0 retweets 0 likes
      3. Páidí Creed‏ @paidicreed 19 Feb 2016
        Replying to @paidicreed

        @fchollet But I think the name is there to stay, and provides a convenient term to group together a number of related ideas and techniques

        0 replies 0 retweets 0 likes
      4. End of conversation

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