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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 28 Jan 2018

      François Chollet Retweeted Gary Marcus

      It would be neat to keep a list around a list of "simple problems where neural nets can't learn a generalizable solution, even with lots of training data". There are many of them, and they could serve as a benchmark for future progress.https://twitter.com/GaryMarcus/status/957685727969660929 …

      François Chollet added,

      Gary Marcus @GaryMarcus
      Another blunder for simple neural nets, this time in language, _exactly_ as anticipated by Marcus 2001. Sure it can be remedied but casts clear lens on a serious underlying problem that @fchollet and I have been trying to call attention to. By @bpricket https://scholarworks.umass.edu/ics_owplinguist/2/ …
      15 replies 118 retweets 423 likes
      Show this thread
    2. François Chollet‏Verified account @fchollet 28 Jan 2018

      The gist of it is this: neural nets do *pattern recognition*, which achieves *local generalization* (which works great for supervised perception). But many simple problems require some (small) amount of abstract modeling, which modern neural nets can't learn

      6 replies 62 retweets 232 likes
      Show this thread
    3. DoomscrollPro‏ @DoomscrollPro 28 Jan 2018
      Replying to @fchollet

      Can Capsule Networks form part of a solution to address the need for abstract modeling?

      1 reply 0 retweets 0 likes
      François Chollet‏Verified account @fchollet 28 Jan 2018
      Replying to @DoomscrollPro

      As far as I can tell, no. Capsules address limitations of CNNs but do not address the overarching limitations of deep learning.

      11:26 AM - 28 Jan 2018
      • 6 Likes
      • ChinHuiChen Vishal Chandra 👻 Tim Johnston Digvijay S Mahra Tarin Ziyaee DoomscrollPro
      0 replies 0 retweets 6 likes

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