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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 Dec 2019

    Language serves many functions, but in particular: 1) Language as communication: language is used to transfer mental models (or generally, information) from one mind to another. Requires multiple agents, theory of mind, and having something to talk about (grounding).

    8:53 AM - 3 Dec 2019
    • 72 Retweets
    • 332 Likes
    • yctysalybiabtlo Jeff Shomaker Animesh Srivastava Lavanya Janardan Misra kalvyn Raghavendra Reddy vehicle bot Paula Meds
    6 replies 72 retweets 332 likes
      1. New conversation
      2. François Chollet‏Verified account @fchollet 3 Dec 2019

        2) Language as affordance: language is used by people to achieve some immediate effect on their surroundings, just like any other motor action. Requires an environment, as well as goals, intentionality.

        1 reply 4 retweets 68 likes
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      3. François Chollet‏Verified account @fchollet 3 Dec 2019

        3) Language as operating system for thinking: even in the absence of other agents or an environment to effect, people use language to crystalize & structure their thoughts. Perhaps the most interesting function of language. Requires a way of generating pre-language "thoughts".

        5 replies 13 retweets 106 likes
        Show this thread
      4. François Chollet‏Verified account @fchollet 3 Dec 2019

        There are a few more as well. I think a system can be said to be capable of "language understanding" if it can use language to perform at least one of these functions, preferably all three. Naturally, all of these require strong forms of external grounding.

        5 replies 6 retweets 83 likes
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      5. End of conversation
      1. Mud Kevin‏ @MudKevin 3 Dec 2019
        Replying to @fchollet

        Deep thoughts on language, made possible by language, shared with others thanks to language. You're making my head spin!

        0 replies 1 retweet 5 likes
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      1. Roxana Nasoi (#TheHat #NFTcritic)‏ @roxananasoi 3 Dec 2019
        Replying to @fchollet

        Great points. This is why math and music (composition, musical notes) fall under the same functions as language.

        0 replies 0 retweets 4 likes
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      1. Janne P Hukkinen‏ @Hukkinen 3 Dec 2019
        Replying to @fchollet

        True. The most interesting and neglected is the grounding. I wish there would be criteria or a metric for grounding! Then it would be great to compare systems. And finally to see how much grounding (of atomic concepts) is required to get a level X of cohesive understanding. Uuh

        0 replies 0 retweets 1 like
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      1. tyler ⏱ ⌚️ ⏰ 🕰 ( 📜, 📜)‏ @tylerangert 4 Dec 2019
        Replying to @fchollet

        Makes it seem like NLP should include much more image/video/sensor data :)

        0 replies 0 retweets 0 likes
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      1. vehicle bot‏ @foolscience 6 Dec 2019
        Replying to @fchollet

        Interesting points, in fact I am curious to know more about the foundation of research or experience leading to these conclusions. Is this all based on personal experience working with AI or might you have some more readings that could be offered?

        0 replies 0 retweets 0 likes
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