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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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    1. François Chollet‏Verified account @fchollet 1 Nov 2016

      François Chollet Retweeted François Chollet

      Are CNNs the right tool to solve *every* pattern matching problem in space and time? I think it's likely.https://twitter.com/fchollet/status/793487304333459456 …

      François Chollet added,

      François CholletVerified account @fchollet
      Using atrous convolutions for machine translation: https://arxiv.org/abs/1610.10099  - expect atrous convolution to start gaining steam everywhere.
      13 replies 31 retweets 88 likes
    2. Chaotic Butter Flies‏ @botminds 1 Nov 2016
      Replying to @fchollet

      Not likely. Not for problems with low self-similarity or where invariance assumptions dont hold approximately. Nor when

      1 reply 0 retweets 0 likes
    3. Chaotic Butter Flies‏ @botminds 1 Nov 2016
      Replying to @botminds @fchollet

      computation exceeds bounds of what conv net can capture or where minute details matter.Climate,weather&complex sys.Hard proteomics

      1 reply 0 retweets 0 likes
      François Chollet‏Verified account @fchollet 1 Nov 2016
      Replying to @botminds

      CNNs are state of the art for weather prediction, DNA sequence analysis. For climate, the only issue is data. Just so you know...

      11:53 AM - 1 Nov 2016
      • 3 Likes
      • HedgeFair Jessica Malini. Nenad Tomasev
      1 reply 0 retweets 3 likes
        1. Chaotic Butter Flies‏ @botminds 1 Nov 2016
          Replying to @fchollet

          State of the art but bounded without physical models. Not queryable for unmet states etc. Same for DNA. Specified protein nets

          0 replies 0 retweets 1 like
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