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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 28 Dec 2019

      For any task in ARC, it's possible for a human to write a reasonably short computer program that can handle new pairs. Everything is straightforwardly computable -- unlike, say, classifying MNIST digits. There's no human advantage in any single task.https://github.com/fchollet/ARC 

      2 replies 30 retweets 180 likes
      Show this thread
    2. François Chollet‏Verified account @fchollet 28 Dec 2019

      Yet, there's currently no program that can solve a *new* ARC task. Such a program would be an incredible breakthrough in artificial intelligence. The ability to look at a new ARC task and come up with a solution program is, as of yet, uniquely human.

      3 replies 6 retweets 33 likes
      Show this thread
    3. François Chollet‏Verified account @fchollet 28 Dec 2019

      A task-specific solution program has no intelligence of its own. It's merely the output artifact of the process of intelligence. "Intelligence" is what happens in the mind of the 5-year-old kid who, looking at a *new* task, understands it and develops a solution protocol.

      3 replies 6 retweets 75 likes
      Show this thread
      François Chollet‏Verified account @fchollet 28 Dec 2019

      The single biggest misconception in AI is the confusion b/t unintelligent output artifacts (skill programs) & the process that generates them. "Artificial intelligence" has been focusing purely on task-specific automation, entirely disregarding intelligence. Time to change that.

      9:33 AM - 28 Dec 2019
      • 36 Retweets
      • 153 Likes
      • Felix Goldberg 🟠 David Soergel Lada Nuzhna DeepBrainz AI Rojda Özcan Tanay Singhal ML Tiger anne-marie roy Elvis Herlan
      11 replies 36 retweets 153 likes
        1. New conversation
        2. Bonaventure DOSSOU‏ @bonadossou 28 Dec 2019
          Replying to @fchollet

          What is an ARC task ?

          1 reply 0 retweets 1 like
        3. Dr. Ay. Poulain Maubant‏ @AymericPM 28 Dec 2019
          Replying to @bonadossou

          It's Abstraction and Reasoning Corpus. See github link in the first tweet.

          1 reply 0 retweets 1 like
        4. Show replies
        1. bharddwaj‏ @bharddwaj6 28 Dec 2019
          Replying to @fchollet

          If we were able to create “intelligence” wouldn’t that essentially achieve the goal of AGI?

          0 replies 0 retweets 0 likes
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        1. Bernd Porr‏ @BerndPorr 28 Dec 2019
          Replying to @fchollet

          What do you think are the basic elements and relational operations of such an intelligence? For example in a naive way a state machine which generates states where every state generates/creates a skill or I'd call it a closed loop control system for each state?

          0 replies 0 retweets 0 likes
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        1. Data Science Pulse‏ @datascpulse 28 Dec 2019
          Replying to @fchollet

          Brilliant observation. There is no intelligence in "Artificial Intelligence" as of now. It's just sophisticated rules.

          0 replies 0 retweets 0 likes
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        1. André‏ @ndrestone 28 Dec 2019
          Replying to @fchollet

          I love that there's big name shedding some light of truth on all this AI marketing trash we have to deal with every day.

          0 replies 0 retweets 2 likes
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        1. Luis Loaiza 路易斯‏ @luisloaiza 28 Dec 2019
          Replying to @fchollet

          What do you think about the Jeff Hawkins approach detailed in his book “On Intelligence” ? I think we really need a complete mimicry of our brain (not math driven) .Irrationality plays a role on intelligence and in creativity (breaking some logic rules in a jazz solo)

          0 replies 0 retweets 1 like
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        1. Ajay Kumar Nagaraj‏ @ajknzhol 29 Dec 2019
          Replying to @fchollet

          Very true. Intelligence is intuitive. What we have now in the name of Machine Learning and Deep Learning is a sophisticated rules generator.

          0 replies 0 retweets 0 likes
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        1. Vladimir Lukin‏ @alscor1966 29 Dec 2019
          Replying to @fchollet

          Vladimir Lukin Retweeted

          This solution seems “task-free”, but the mold has a built-in motivator: “eat” https://twitter.com/cynthiablee/status/1095850582118563840 …

          Vladimir Lukin added,

          This Tweet is unavailable.
          0 replies 0 retweets 1 like
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        1. interstice‏ @an_interstice 29 Dec 2019
          Replying to @fchollet

          the focus has been on specific hard tasks because it's actually possible to make progress on them. combining and generalizing the solutions found is a plausible route to 'general intelligence'

          0 replies 0 retweets 0 likes
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