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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 20 Apr 2019

      AI has managed to follow roughly linear progress over the past 70 years thanks to an exponential increase in available resources (computing power, researcher headcount, tooling/networking improvements).

      2 replies 30 retweets 174 likes
      Show this thread
    2. François Chollet‏Verified account @fchollet 20 Apr 2019

      Like in other successful scientific fields, the exact rate of exponential resource consumption seems to adjust itself so as to sustain this roughly linear progress. An interesting game of incentives. It's not unlike the Bitcoin mining market.

      2 replies 4 retweets 49 likes
      Show this thread
      François Chollet‏Verified account @fchollet 20 Apr 2019

      I think this exponential increase in resources for AI research can be sustained for a few more decades. Meaning that we'll continue to see linear progress at roughly the current pace for a while.

      2:14 PM - 20 Apr 2019
      • 9 Retweets
      • 88 Likes
      • Vidhya Kalaichelvan ☕️ Eric Chang novi radni ambijenti Evan Cofer Owen Dall Sotomayor Tarun Paparaju Karan Dwivedi Danny Amado M0ses.io
      6 replies 9 retweets 88 likes
        1. New conversation
        2. Will Worth‏ @WillWorth 20 Apr 2019
          Replying to @fchollet

          Don't you expect a tipping point with recursive improvements within that time frame?

          1 reply 0 retweets 0 likes
        3. Will Worth‏ @WillWorth 20 Apr 2019
          Replying to @WillWorth @fchollet

          Needn't be recursive. Just a tipping point where code insight outstrips processing requirements.

          0 replies 0 retweets 0 likes
        4. End of conversation
        1. Matthias Rosenkranz  ✨‏ @rosenkranz 20 Apr 2019
          Replying to @fchollet

          Do you have a view on the role of quantum computing in this future progress of AI?

          0 replies 0 retweets 2 likes
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        1. New conversation
        2. Thomas G. Dietterich‏ @tdietterich 20 Apr 2019
          Replying to @fchollet

          Are you counting the increase in number of researchers and engineers too? Or are you just referring to computation?

          1 reply 0 retweets 2 likes
        3. François Chollet‏Verified account @fchollet 20 Apr 2019
          Replying to @tdietterich

          Yes, I'm referring to "computing power, researcher headcount, tooling/networking improvements". That includes Moore's law, the growth in numbers of researchers and engineers, the Internet, compilers, etc. Science is an ever self-improving process.

          1 reply 0 retweets 7 likes
        4. Show replies
        1. Felix Goldberg  🟠‏ @FelixGoldberg1 20 Apr 2019
          Replying to @fchollet

          And then?

          0 replies 0 retweets 0 likes
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        1. Chaopeng Shen‏ @ChaopengShen 20 Apr 2019
          Replying to @fchollet

          Exponential for decades seems pretty scary. That would consume all society's resources?

          0 replies 0 retweets 0 likes
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        1. Demirlenk‏ @demirlenk92 20 Apr 2019
          Replying to @fchollet

          Linear on average. Actual progress happens step-by-step. Now we need to wait some resource accumulation for the next step.

          0 replies 0 retweets 0 likes
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