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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 Oct 2018

    One of the most amazing things about the brain is how incredibly slow it is. Nerve impulses travel extremely slowly compared to the speed of electricity, and our fastest neurons can fire *a few* times per second . Compare that to the clock speed of a modern CPU, ~10M times faster

    8:52 AM - 1 Oct 2018
    • 185 Retweets
    • 576 Likes
    • Avio Joao Lage Never Was A Centrist Paul Boomsma Forever We Dream Aditya Khanduri web(3,3) Raj Kunkolienkar 🦁 Martin K apuchitnis
    10 replies 185 retweets 576 likes
      1. New conversation
      2. François Chollet‏Verified account @fchollet 1 Oct 2018

        Yet we can produce complex behaviors in response to unexpected events in about 400-500ms (like catching an incoming object). Including muscle-brain roundtrip. This implies that each neuron involved in the computation fires at most a couple of times.

        5 replies 18 retweets 127 likes
        Show this thread
      3. François Chollet‏Verified account @fchollet 1 Oct 2018

        This inherent slowness, coupled with the constraint of real-time responses, must have shaped the algorithms developed by the brain in profound ways (in particular, this is likely why we need *so many* neurons). Intelligence developed on a computer might look very different.

        9 replies 35 retweets 266 likes
        Show this thread
      4. François Chollet‏Verified account @fchollet 1 Oct 2018

        In particular, we are unable to brute-force any problem. We solve constraint satisfaction problems via intuition and analogy. A chess master evaluates millions of times fewer positions than a computer program at a comparable level.

        2 replies 16 retweets 117 likes
        Show this thread
      5. François Chollet‏Verified account @fchollet 1 Oct 2018

        Our biological and experiential limitations *force* our brains to be *intelligent* -- to learn from few examples, to generalize strongly, to build complex solutions in few trials. Everything that is out of reach for AI today.

        5 replies 58 retweets 282 likes
        Show this thread
      6. End of conversation
      1. New conversation
      2. Daniel N. Wilke‏ @DnWilke 1 Oct 2018
        Replying to @fchollet

        Our brains slowness is most probably responsible for our ability to generalize well, few educated guesses instead of exhaustive search. Forgetting also reinforces conceptual understanding instead of remembering examples. We do what comes easiest - which also shapes who we are!

        1 reply 4 retweets 56 likes
      3. François Chollet‏Verified account @fchollet 1 Oct 2018
        Replying to @DnWilke

        Yes, my thoughts exactly

        0 replies 1 retweet 4 likes
      4. Show replies
      1. Luc Fang He  🇸🇻‏ @luc_he 1 Oct 2018
        Replying to @fchollet

        Brain is not a computer, it's a network of 100 billion computing cells. A neuron is not a logical gate, it's a analog device that couldn't be simplified.

        0 replies 4 retweets 20 likes
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      1. Dr. Eli David‏Verified account @DrEliDavid 1 Oct 2018
        Replying to @fchollet

        That's why our brain is more of a "wide neural network" than "deep neural network" (only six layers in neocortex).

        0 replies 0 retweets 6 likes
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      1. New conversation
      2. Joel Thoms  🍻 #JavaScript‏ @joelnet 1 Oct 2018
        Replying to @fchollet

        what we perceive as NOW is actually a few milliseconds in the past.

        2 replies 0 retweets 3 likes
      3. Antonio J Sánchez-Padial‏ @ajspadial 2 Oct 2018
        Replying to @joelnet @fchollet

        It's like domestic astrophysics

        0 replies 0 retweets 0 likes
      4. End of conversation

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