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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 1 Mar 2017

      Music: how does it work? 🤔

      6 replies 1 retweet 17 likes
      François Chollet‏Verified account @fchollet 1 Mar 2017

      Generative algos are a great tool to answer this question. But merely mimicking music on a statistical level teaches us nothing useful.

      10:10 PM - 1 Mar 2017
      • 2 Retweets
      • 20 Likes
      • Jagveer Greg Linden James McInerney Ryan Herr 🪕 mmosiolek Ilan Fridman Rojas Behrooz Azarkhalili Atul Acharya Svante Stadler
      10 replies 2 retweets 20 likes
        1. Gideon Mann‏ @gideonmann 1 Mar 2017
          Replying to @fchollet

          This is phenomenalogical, but you might enjoy http://www.apa.org/pubs/journals/releases/aca-aca0000090.pdf …

          0 replies 0 retweets 2 likes
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        1. New conversation
        2. Jack Clark‏ @jackclarkSF 1 Mar 2017
          Replying to @fchollet

          same could be said of some neural NLP/LM stuff, right?

          1 reply 0 retweets 4 likes
        3. François Chollet‏Verified account @fchollet 1 Mar 2017
          Replying to @jackclarkSF

          yes. Treating language as a pattern matching problem is at best a way to achieve prestidigitation tricks (e.g. captioning, QA).

          1 reply 2 retweets 8 likes
        4. Show replies
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        2. Ara Vartanian‏ @aravartanian 1 Mar 2017
          Replying to @fchollet

          Someone had NIPS had a fun take on this. Argued that gen models give you "a sampling from all the world's music".

          1 reply 0 retweets 0 likes
        3. Ara Vartanian‏ @aravartanian 1 Mar 2017
          Replying to @aravartanian @fchollet

          But to have a coherent composition you have to choose other sources of variance to kill. And our models aren't good at that yet.

          0 replies 0 retweets 0 likes
        4. End of conversation
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        2. hardmaru‏ @hardmaru 1 Mar 2017
          Replying to @fchollet

          I used to think Novelty was the answer. However, most people like to look at, and listen to things they are already familiar with.

          2 replies 0 retweets 2 likes
        3. BoredMLExpert‏ @ML_expert 1 Mar 2017
          Replying to @hardmaru @fchollet

          isn't that just improvisational jazz?

          0 replies 0 retweets 0 likes
        4. End of conversation
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        2. Nicholas Guttenberg‏ @ngutten 1 Mar 2017
          Replying to @fchollet

          ML has never really been a tool for gaining human understanding. Flip-side of that is you can get a lot done without understanding

          1 reply 0 retweets 0 likes
        3. Nicholas Guttenberg‏ @ngutten 1 Mar 2017
          Replying to @ngutten @fchollet

          I think once we start making AIs specifically for improving human understanding, they'll perform systematically worse than SoTA.

          0 replies 0 retweets 0 likes
        4. End of conversation
        1. Antonio Gulli‏ @antoniogulli 1 Mar 2017
          Replying to @fchollet

          I was looking at this myself. Seen something with jazz and Rnn. Seen wavenet. Nothing cool with gans. Am I missing something?

          0 replies 0 retweets 0 likes
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