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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 12 Mar 2019

      François Chollet Retweeted

      You can handle arbitrarily complex tasks with large parametric models trained with SGD. The problem is that doing it well requires a *dense sampling* of the input/output space you're learning, because the generalization power of these models is extremely weak. That's expensive. https://t.co/Lsc7zlQBFE 

      François Chollet added,

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      3 replies 43 retweets 176 likes
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    2. François Chollet‏Verified account @fchollet 12 Mar 2019

      Deep learning is immensely useful, but it does not bring meaningfully closer to understanding intelligence (as for "AGI", that's a sci-fi talking point, as even human intelligence is specialized). Intelligence is 100% about efficient generalization. DL is orthogonal to that.

      4 replies 29 retweets 101 likes
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      François Chollet‏Verified account @fchollet 12 Mar 2019

      Schematically, intelligence is skill divided by experience (I = S/E). Deep learning enables arbitrarily high skill levels, but requires insanely high amounts of "experience" (data) to achieve these levels, resulting in an extremely low intelligence factor.

      10:21 AM - 12 Mar 2019
      • 53 Retweets
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      8 replies 53 retweets 214 likes
        1. François Chollet‏Verified account @fchollet 12 Mar 2019

          Again, a DL model requires a dense sampling of what it's doing. An intelligent agent (like a human) can do extreme generalization from little data. At this time, no one has any clue how that works. However, it may not necessarily be very complicated. Who knows...

          13 replies 18 retweets 131 likes
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        2. James O' Neill‏ @JamesONeil21 12 Mar 2019
          Replying to @fchollet

          Insane amount of "experience" relative to what though ? Humans have genetically encoded skill from thousands of years worth of experience.

          1 reply 1 retweet 4 likes
        3. Loza Boza‏ @WMacLern 12 Mar 2019
          Replying to @JamesONeil21 @fchollet

          Hit the nail on the head there pal!

          0 replies 0 retweets 0 likes
        4. End of conversation
        1. Kamil Ciemniewski‏ @kamilc_ 12 Mar 2019
          Replying to @fchollet

          I think the biggest obstacle in the journey towards AGI is the lack of the consensus over the very definition of the “Intelligence”.

          0 replies 0 retweets 1 like
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        2. Sergio Hernández Cerezo‏ @EntropyFarmer 12 Mar 2019
          Replying to @fchollet

          I would say this is learning, not intelligence. If you do continuous learning, experience tends to infinity and learning, not intelligence, tends to zero.

          1 reply 0 retweets 2 likes
        3. Vikas‏ @vikasSainii 12 Mar 2019
          Replying to @EntropyFarmer @fchollet

          Learning is directly proportional to intelligence,if you learnt something you can use it intelligently to solve problem

          1 reply 0 retweets 0 likes
        4. Show replies
        1. Christian Kaiser‏ @chrisk0 12 Mar 2019
          Replying to @fchollet

          That's a pretty creative definition of intelligence. Source?

          0 replies 0 retweets 1 like
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        1. Anirban Konar‏ @anirban_kon 12 Mar 2019
          Replying to @fchollet

          Rt, as humans our skill is high, wth less exp..ex the mnist handwritten digits, we as humans can identify the digits with only abt few dozens of such images, at max..Cant rem how many times we saw these digits..few hund at max, whereas the Deep Learning needs 60k images

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        1. kelvindotchan‏ @kelvindotchan 12 Mar 2019
          Replying to @fchollet

          Really like I = S/E. I think the ultimate feat of “generalization” would be general relativity, or thermodynamics... as few postulates used to explain or predict as broad as possible the amount of observations.

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