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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 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

      10 replies 185 retweets 576 likes
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      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.

      8:52 AM - 1 Oct 2018
      • 18 Retweets
      • 127 Likes
      • Kal Never Was A Centrist Nilabja Bhattacharya Stan & Rhonda In my country you are a legend! CareCounsel Ali Hussein Hadi K Motamedi Wifey University
      5 replies 18 retweets 127 likes
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        2. 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
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        3. 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
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        4. 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
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        5. End of conversation
        1. WeShouldAllWearMasks‏ @BradCanKook 1 Oct 2018
          Replying to @fchollet

          Maybe it's a set of programmed options like a limited fast food menu. Something unexpected causes us to choose from a limited set and we run the program. It works or it doesn't.

          0 replies 0 retweets 0 likes
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        2. Bob Peers‏ @bobpeers 1 Oct 2018
          Replying to @fchollet

          I’ve heard that humans are actually too slow to catch an object we drop by accident even though we manage to. Implies the brain is actually a prediction engine allowing us to function in real time.

          1 reply 0 retweets 0 likes
        3. Christoffer Vig‏ @Babadofar 1 Oct 2018
          Replying to @bobpeers @fchollet

          Or perhaps the brain isn't the one preparing the response /thinking at all.

          0 replies 0 retweets 0 likes
        4. End of conversation
        1. monday‏ @12d855 1 Oct 2018
          Replying to @fchollet

          Isn't this a hierarchical process? Not a neuroscientist, but I've read that sensor signals don't always reach cortex and still get a muscle response (and much faster than 400ms). E.g. blinking when something gets unexpectedly close.

          0 replies 0 retweets 0 likes
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        1. Ryanne Dolan‏ @DolanRyanne 1 Oct 2018
          Replying to @fchollet

          You're making the common mistake of assuming that neurons only process when firing, whereas there are concentration gradients of dozens of neurotransmitters flowing in both directions even when the cell is resting.

          0 replies 0 retweets 0 likes
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