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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 3 Mar 2020

    One way to describe intelligence is as "the ability to understand something from a partial description". How minimalist this description can be is a measure of intelligence.

    12:58 PM - 3 Mar 2020
    • 98 Retweets
    • 478 Likes
    • fhman EHSAN الٰہی Wey Tu Yung Thomas Yuanyuan Wei vijesh s rao Gelo Blancada HumanRights jon_chun
    19 replies 98 retweets 478 likes
      1. New conversation
      2. François Chollet‏Verified account @fchollet 3 Mar 2020

        If your AI needs an excruciatingly exhaustive description of its task (as an explicit handcrafted program, or as a dense sampling of a static data manifold), it isn't actually intelligent. When you operate it, you're just querying the information you put into it. No autonomy.

        5 replies 16 retweets 102 likes
        Show this thread
      3. François Chollet‏Verified account @fchollet 3 Mar 2020

        Intelligence is the ratio with which your AI converts information about a task into skill at that task. Importantly, the task is typically not static, so "skill" here targets *future* situations, which may be very unlike past ones.

        4 replies 21 retweets 89 likes
        Show this thread
      4. François Chollet‏Verified account @fchollet 3 Mar 2020

        The conversion is from past operating space to future operating space.

        1 reply 1 retweet 31 likes
        Show this thread
      5. End of conversation
      1. This Tweet is unavailable.
      2. Andrew Cohen‏ @andrew_e_cohen 4 Mar 2020

        It feels like this idea could be an optimality criterion. If an agent can behave ‘competently’ given just the minimum description length of the task itself. I’d think this is the minimum information required to do well at a task.

        0 replies 0 retweets 1 like
      3. End of conversation
      1. New conversation
      2. Mark Cannon‏ @markcannon5 3 Mar 2020
        Replying to @fchollet

        I think the most core description of intelligence is the ability to create and access links between simultaneous experiences. I'm not sure we can have any example of intelligence that doesnt use that principle and its darn neurally plausible too.

        1 reply 0 retweets 5 likes
      3. Frank Neubüser‏ @FNeubueser 4 Mar 2020
        Replying to @markcannon5 @fchollet

        Frank Neubüser Retweeted Frank Neubüser

        Thinking might mean, being able to understand and process concepts through analogies.https://twitter.com/FNeubueser/status/1211562678390538240?s=19 …

        Frank Neubüser added,

        Frank Neubüser @FNeubueser
        "Without concepts, there can be no thoughts. And without analogies, there can be no concepts. How to form and fluidly use concepts is the most important open problem in #AI." - Prof. Melanie Mitchell in the above interview, on her book "#ArtificialIntelligence"
        Show this thread
        1 reply 0 retweets 1 like
      4. Show replies
      1. Santiago Rentería‏ @renatrigiorese 3 Mar 2020
        Replying to @fchollet

        Kolmogorov Complexity?

        0 replies 0 retweets 2 likes
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      1. Fabiano  👨🏽‍💻 - {{ hiring sr eng }}‏ @FlockonUS 3 Mar 2020
        Replying to @fchollet

        sounds like implied context plays a role in that description, i wonder how much that overlaps with culture

        0 replies 0 retweets 1 like
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      1. New conversation
      2. Enric G.‏ @EnricGuinovart 3 Mar 2020
        Replying to @fchollet

        Good. But we cannot be led by effects correlations (limited to perceptive tasks and never to bio-like cognition) as the intelligence effect subjective (by def) measurement. We have to urgently focus on the specification of the problem to be solved as a mechanism, not effect.

        1 reply 0 retweets 0 likes
      3. harry‏ @gaiaoplo 5 Mar 2020
        Replying to @EnricGuinovart @fchollet

        Then you’d want to focus upon consciousness, not intelligence; which is nearly as subjective as qualia itself.

        1 reply 0 retweets 0 likes
      4. Show replies

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