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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 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).

      6 replies 72 retweets 332 likes
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    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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      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".

      8:53 AM - 3 Dec 2019
      • 13 Retweets
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      5 replies 13 retweets 106 likes
        1. 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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        1. Christopher Gray‏ @cedgray 3 Dec 2019
          Replying to @fchollet

          I find it helps to think of language as an interface to our mental models. To communicate, we re-encode them as language, and they get decoded back into mental models at the far end. That way, language-less intelligence still works fine.

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        1. Stiven‏ @stivenmorvan 3 Dec 2019
          Replying to @fchollet

          I was always frustrated by this last one. I tought that we could improve our way/speed to think by changing the language used. But it seems that the information transformation rate is universal... (https://www.sciencemag.org/news/2019/09/human-speech-may-have-universal-transmission-rate-39-bits-second …)

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        1. Chinmay Shah‏ @chinmayshah899 3 Dec 2019
          Replying to @fchollet

          This is true. Language essentially limits your vocabulary, which in turn limits on your imagination because you can't even think in that direction due to non-availability of words as pointed out in a Ted talk by @leraboroditsky.

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        1. RajSamuel_‏ @RajSamuel_ 4 Dec 2019
          Replying to @fchollet

          I read Pinker to learn that thinking takes mentalese but not so much of language unless of course we're mentally articulating or something like that.

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