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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 22 Aug 2018

      Schematically, this is my pointpic.twitter.com/gWWaR82Nxj

      14 replies 115 retweets 486 likes
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      François Chollet‏Verified account @fchollet 22 Aug 2018
      Replying to @mvyeti

      Humans are not insects; the few megabytes of brain-related information in your DNA define *how to learn* but contain relatively little *knowledge* -- and only animal-like basics. (reasons: can't pass on knowledge via DNA; not enough space; evolutionary scales not long enough)

      7:00 PM - 22 Aug 2018
      • 4 Retweets
      • 65 Likes
      • Priya 🌿 Jouko Salonen Emile van Krieken Jamie Bono 😷💉 sderaco Atanu Gayen Aroua Gharbi Nikola Rahman Alex V. Mantzaris
      11 replies 4 retweets 65 likes
        1. This Tweet is unavailable.
        2. Matthias;Waldhauer‏ @Dresdenboy 23 Aug 2018
          Replying to @mvyeti @fchollet

          A baby needs to train the sensors during the first months (for seeing: focus, see colors, turn the image upside down).

          0 replies 0 retweets 0 likes
        3. End of conversation
        1. Arayan Kummar Sharma‏ @kumar_arayan 22 Aug 2018
          Replying to @fchollet

          Interesting! Can you share a source of this information. Human DNA vs Animal DNA and amount of info it may contain with evolution

          0 replies 0 retweets 0 likes
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        1. Carlos E. Perez‏ @IntuitMachine 22 Aug 2018
          Replying to @fchollet

          It is likely the earlier brains (i.e. reptilian and early mammalian) are hired wired with knowledge. It's just the neo-cortex that has to relearn basic skill during infant hood. In short, it's not exactly a clean slate, but rather, one that is guided.

          0 replies 0 retweets 3 likes
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        1. Jiliac‏ @Jilyac 23 Aug 2018
          Replying to @fchollet

          I think I disagree with that. Although there isn't explicit knowledge transfer, learning seems much more favorable in some specific areas than others.

          0 replies 0 retweets 0 likes
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        1. Ghosteen‏ @Ghosteen2 23 Aug 2018
          Replying to @fchollet

          I've seen a research paper skill transfer via dna

          0 replies 0 retweets 0 likes
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        2. Thomas G. Dietterich‏ @tdietterich 23 Aug 2018
          Replying to @fchollet

          Those "few megabytes" have evolved so that when combined with experience, learning is very fast. Expressing the right prior in the right representation doesn't need very many bits. This is radically different from existing ML.

          1 reply 6 retweets 41 likes
        3. Federico Vaggi‏ @F_Vaggi 23 Aug 2018
          Replying to @tdietterich @fchollet

          I agree, but I'd go further. Our brain works well even in purely symbolic domains (abstract math) which evolution definitely didn't directly optimize for. By optimizing for learning quickly in empirical reality, the brain has the ability to generalize to strange domains.

          1 reply 0 retweets 13 likes
        4. Show replies
        1. happy/robot‏ @the_dismal_tide 23 Aug 2018
          Replying to @fchollet

          i think it gets really interesting though when we start thinking groups of cognizers instead of just individuals. that's the where the magic is, more so than in a solitary squishy brain.

          0 replies 0 retweets 1 like
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        2. Entropy‏ @ItIsEntropy 23 Aug 2018
          Replying to @fchollet

          I like to think of the brain as a highly complex model with very carefully designed weights. DNA holds the well designed weights and architecture, while evolution provided the optimal algorithm. Meaning we have millennia of learning in our infancy already.

          1 reply 0 retweets 1 like
        3. Entropy‏ @ItIsEntropy 23 Aug 2018
          Replying to @ItIsEntropy @fchollet

          And while the architecture and algorithm are by fare superior to anything we have developed at the moment; the set of optimal weights for the inferior architectures and algorithms are being inferred by the algorithms with less data and time than evolution did with us.

          0 replies 0 retweets 0 likes
        4. End of conversation

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