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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
      Show this thread
    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
      Show this thread
    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
      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.

      8:53 AM - 3 Dec 2019
      • 6 Retweets
      • 83 Likes
      • Jeff Shomaker vehicle bot Jaime Sanchez sunny☀️ arab4democracy ... Abhishek Mangaraj Michelle Nipun Sadvilkar
      5 replies 6 retweets 83 likes
        1. This Tweet is unavailable.
        2. Denny Vrandečić‏ @vrandezo 3 Dec 2019

          "The limits of my language are the limits of my world"?

          1 reply 0 retweets 1 like
        3. Show replies
        1. New conversation
        2. Fred‏ @newplatonism 3 Dec 2019
          Replying to @fchollet

          Many things surprise me about language, one in particular is the ability to construct absolutely abstract concepts. Even more surprising that other can understand it even in other language (after translation, of course)

          1 reply 0 retweets 0 likes
        3. Mark Cannon‏ @markcannon5 3 Dec 2019
          Replying to @newplatonism @fchollet

          I think this is partly because our world models are normally very aligned. The labels we attach to the models can vary.

          0 replies 0 retweets 1 like
        4. End of conversation
        1. New conversation
        2. QЦΛПƬЦM ƧƬΛƬ‏ @Quantum_Stat 3 Dec 2019
          Replying to @fchollet

          @threader_app compile

          1 reply 0 retweets 0 likes
        3. Threader‏Verified account @threader 3 Dec 2019
          Replying to @Quantum_Stat

          Hey Quantum, the thread from @fchollet is compiled now. You can read it here:https://threader.app/thread/1201907276476346369 …

          0 replies 0 retweets 0 likes
        4. End of conversation
        1. New conversation
        2. Mark Cannon‏ @markcannon5 3 Dec 2019
          Replying to @fchollet

          The proper GI architecture forms a world model full of general representations of whatever it has observed. These representations are perfect for attaching labels to. The general nature of our representations is absolutely key to the adoption of any language.

          3 replies 1 retweet 1 like
        3. Clarity‏ @SurviveThrive2 3 Dec 2019
          Replying to @markcannon5 @fchollet

          Language when sufficiently developed to usefully represent other qualities in data models, becomes a synthetic type of sensor that can be used to increase the efficiency of a multi sensory system to identify and isolate relevant data and integrate data with other existing models.

          1 reply 0 retweets 0 likes
        4. Show replies
        1. New conversation
        2. Daniel Gonzalez‏ @IamDanielGonz 3 Dec 2019
          Replying to @fchollet

          @PatisNLU @t3chgrrl 🤔🤔

          1 reply 0 retweets 2 likes
        3. becky‏ @t3chgrrl 3 Dec 2019
          Replying to @IamDanielGonz @fchollet @PatisNLU

          Wow. Fantastic set of tweets on language. Language is core to experience design - audible, visual, physical, emotional.

          0 replies 0 retweets 2 likes
        4. End of conversation

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