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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 Jan 1

      The thing with pointing out "AI can't do X!" is that, if you keep refining X into something narrow and precise enough, you'll eventually cross a threshold where a realistic amount of engineering and training data make X possible.

      5 replies 67 retweets 365 likes
      Show this thread
    2. François Chollet‏Verified account @fchollet Jan 1

      AI can always do *specific* things -- as long as they're sufficiently specific and you're investing sufficient effort / data. The problem with AI isn't that it can't do a specific X, it's that it has basically no intelligence at all at this time. No general cognitive abilities.

      2 replies 12 retweets 72 likes
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    3. François Chollet‏Verified account @fchollet Jan 1

      Intelligence simply means moving to a different part of the specificity / effort spectrum, one where you can master broad tasks with little effort. You can always make up for a lack of intelligence by reducing task uncertainty (making X more specific) or investing more effort.

      4 replies 3 retweets 62 likes
      Show this thread
    4. François Chollet‏Verified account @fchollet Jan 1

      No matter how stupid the student, they can always pass the exam if you give them a set of problems very similar to what they will be tested on (reduced task uncertainty), and if they're willing to spend countless hours studying them (more experience).

      2 replies 8 retweets 91 likes
      Show this thread
      François Chollet‏Verified account @fchollet Jan 1

      What's hard is to improvise from little experience in the face of high uncertainty and novelty. That's what biological intelligence has evolved for. That's what current algorithms and models can't do at all.

      11:52 AM - 1 Jan 2021
      • 21 Retweets
      • 170 Likes
      • Amolik Vivian Paul KalacheAb Mohammadreza Mohseni Karson Chrispens Zhangir Azerbayev #EndSars Arnav Das مادمازل بورژواز 看海的鱼
      5 replies 21 retweets 170 likes
        1. Phaedrus‏ @Stardustman42 Jan 1
          Replying to @fchollet

          Explains why so many chatbot projects end up implementing IF/THEN statements: super narrow requirements, no need for training an AI (on often non existent data) and trivial for humans to describe

          0 replies 0 retweets 2 likes
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        2. Marcos Carreira‏ @MarcosCarreira Jan 1
          Replying to @fchollet

          Agree, reminds me of this quotepic.twitter.com/Zocg6HJ0E0

          1 reply 0 retweets 2 likes
        3. Felix Goldberg  🟠‏ @FelixGoldberg1 Jan 1
          Replying to @MarcosCarreira @fchollet

          Where is it from?

          1 reply 0 retweets 0 likes
        4. Show replies
        1. New conversation
        2. Frank Pasquale‏ @FrankPasquale Jan 1
          Replying to @fchollet

          Agreed. And at least with respect to many professionals' judgments, the thing about "refining X into something narrow and precise" is that you'll probably find you've made so many compromises and simplifications that you've redefined (rather than automated) X.

          1 reply 5 retweets 11 likes
        3. Mireille Hildebrandt‏ @mireillemoret Jan 1
          Replying to @FrankPasquale @fchollet

          In the end AI works with proxies and a proxy is not the same as whatever it proxies (and if it is, your AI may be memorising instead of ‘understanding’)

          1 reply 1 retweet 7 likes
        4. Show replies
        1. New conversation
        2.  🏴 John Brown  🏴‏ @MysteryHacker1 Jan 1
          Replying to @fchollet

          (biological organisms are inherently incapable of having 'little experience', subsisting as they do in an unbroken continuum of experience across all life of common origin and back to that origination.)

          1 reply 0 retweets 0 likes
        3. Felix Goldberg  🟠‏ @FelixGoldberg1 Jan 1
          Replying to @MysteryHacker1 @fchollet

          Well, yes, but it's severely compressed.

          1 reply 0 retweets 1 like
        4. Show replies
        1. New conversation
        2. Rowan Jacobsen‏ @rowanjacobsen Jan 1
          Replying to @fchollet

          I suppose, then, the question becomes: How long until AI algorithms have proliferated and iterated to the point that they have been "taught to the test" for virtually every conceivable situation? A functional facsimile of general intelligence, even if technically it isn't?

          1 reply 0 retweets 0 likes
        3. Rowan Jacobsen‏ @rowanjacobsen Jan 1
          Replying to @rowanjacobsen @fchollet

          i.e., the world is its chess match?

          0 replies 0 retweets 1 like
        4. End of conversation

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