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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 1 Feb 2016

    Convnets: at this point I am 90% sure we should get rid of max pooling / average pooling altogether.

    6:57 PM - 1 Feb 2016
    • 1 Retweet
    • 24 Likes
    • Jim Fleming brianmcfee npanj Linchao Zhu Yasser Souri alex rubinsteyn Volkan Cirik Robert Dionne
    8 replies 1 retweet 24 likes
      1. Johnathan Corgan‏ @jmcorgan 1 Feb 2016
        Replying to @fchollet

        @fchollet I've always been suspicious of it; I think it was Zeiler who showed strided convolutions were better/faster at reducing dimensions

        0 replies 0 retweets 0 likes
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      1. New conversation
      2. Moritz Hardt‏ @mrtz 1 Feb 2016
        Replying to @fchollet

        @fchollet What would you replace them with?

        1 reply 0 retweets 0 likes
      3. François Chollet‏Verified account @fchollet 1 Feb 2016
        Replying to @mrtz

        @mrtz strides

        1 reply 0 retweets 2 likes
      4. Show replies
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      2. Vahid Kazemi‏ @VahidK 1 Feb 2016
        Replying to @fchollet

        @fchollet while we are at it, we should get rid of convnets too.

        1 reply 0 retweets 0 likes
      3. François Chollet‏Verified account @fchollet 1 Feb 2016
        Replying to @VahidK

        @VahidK well, that's the next step

        0 replies 0 retweets 0 likes
      4. End of conversation
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      2. Dan Becker‏ @dan_s_becker 1 Feb 2016
        Replying to @fchollet

        @fchollet I'm apparently behind the times on this. Is there a reference or explanation where I can learn why? Just longer strides instead?

        1 reply 0 retweets 0 likes
      3. François Chollet‏Verified account @fchollet 1 Feb 2016
        Replying to @dan_s_becker

        @dan_s_becker in deep learning, for now, there are no explanations : ) There have been a few papers about it though

        1 reply 0 retweets 1 like
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      2. Colin Lea‏ @colinlea 2 Feb 2016
        Replying to @fchollet

        @fchollet Do you also propose something other then FCs at the end? w/o Pooling those are huge. That would also change a key CNN assumption.

        1 reply 0 retweets 0 likes
      3. Robert Dionne‏ @robertsdionne 5 Feb 2016
        Replying to @colinlea

        @colinlea striding your convolutions accomplishes the dimensionality reduction http://arxiv.org/abs/1412.6806 

        1 reply 0 retweets 0 likes
      4. Show replies
      1. Urko‏ @Urk0 2 Feb 2016
        Replying to @fchollet

        @fchollet +1. E.g. http://arxiv.org/abs/1412.6806 . In particular for segmentation they are a bad thing to use...

        0 replies 0 retweets 0 likes
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