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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 8 Jul 2019

    The idea of machines that learn was introduced by Turing in 1950; as far as I can tell Friedberg 1958 was the first to articulate a concrete implementation (program synthesis via mutations + selection) https://pdfs.semanticscholar.org/46be/d4c578e96e05fa3e5704620c4ffa0746d78f.pdf … Am I missing anything else?pic.twitter.com/7QjDBRMvvz

    9:50 AM - 8 Jul 2019
    • 47 Retweets
    • 152 Likes
    • Jean-Guilhem Cailton Dr. Wednaud J. Ronelus Sadih Anna Babaie 周李明 (not my name) Eric Chang fourays agungtri Colin Bernet
    10 replies 47 retweets 152 likes
      1. New conversation
      2. Julian Togelius‏ @togelius 8 Jul 2019
        Replying to @fchollet

        Interesting, that was actually earlier than Larry Fogel. But did Friedberg implement the system? Larry Fogel apparently evolved automata for time series prediction in 1961:https://en.wikipedia.org/wiki/Lawrence_J._Fogel#Selected_journal_publications …

        1 reply 0 retweets 1 like
      3. François Chollet‏Verified account @fchollet 8 Jul 2019
        Replying to @togelius

        The paper has a "results" section (good paper by modern standards)

        1 reply 0 retweets 2 likes
      4. Show replies
      1. New conversation
      2. Melanie Mitchell‏ @MelMitchell1 8 Jul 2019
        Replying to @fchollet

        Arthur Samuel's paper on ML in checkers was published in 1959, but he was working on it years before. He evidently coined the term "machine learning".

        1 reply 4 retweets 16 likes
      3. Carlos E. Perez‏ @IntuitMachine 9 Jul 2019
        Replying to @MelMitchell1 @fchollet

        True, but Wiener in Cybernetics (1948) did describe this checker playing machine and he used the term "learning machine".

        1 reply 0 retweets 2 likes
      4. Show replies
      1. New conversation
      2. Josh Bongard‏ @DoctorJosh 8 Jul 2019
        Replying to @fchollet

        1957:pic.twitter.com/uH8CPu084l

        1 reply 1 retweet 6 likes
      3. François Chollet‏Verified account @fchollet 8 Jul 2019
        Replying to @DoctorJosh

        The topic is v different (artificial evolution, rather than learning programs that solve unknown tasks). Is this available anywhere?

        2 replies 0 retweets 0 likes
      4. Show replies
      1. Natesh Ganesh‏ @GaneshNatesh 8 Jul 2019
        Replying to @fchollet

        Actually I would point to Turings 1948 paper 'Intelligent machinery, a heretical theory' as the place where he introduced the idea. Small historical note.

        0 replies 0 retweets 1 like
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      1. New conversation
      2. Danilo J. Rezende‏ @DaniloJRezende 8 Jul 2019
        Replying to @fchollet

        Leibniz proposed in De progressione Dyadica, 1679 a "logic thinking machine". He constructed various versions of binary mechanical computers based on these ideas. His goal was to make a "general problem solver".

        1 reply 1 retweet 11 likes
      3. François Chollet‏Verified account @fchollet 8 Jul 2019
        Replying to @DaniloJRezende @DeepSpiker

        That's inspired by Pascal's calculator from 1642 (the first mechanical computer that could perform arithmetic). But a logic machine and a learning machine are v different concepts.

        1 reply 0 retweets 6 likes
      4. Show replies
      1. New conversation
      2. Yad Konrad‏ @YadKonrad 8 Jul 2019
        Replying to @fchollet

        Church 1957, is when it was first pinned or at least roughly introduced as a problem. The problem is discussed widely, using lambda calculus rather than just automata

        1 reply 0 retweets 1 like
      3. Yad Konrad‏ @YadKonrad 8 Jul 2019
        Replying to @YadKonrad @fchollet

        Here is the paper: [Alonzo Church. Application of recursive arithmetic to the problem of circuit synthesis Summaries of talks presented at the Summer Institute for Symbolic Logic Cornell University, 1957, 2nd edn.,https://www.cambridge.org/core/journals/journal-of-symbolic-logic/article/alonzo-church-application-of-recursive-arithmetic-to-the-problem-of-circuit-synthesissummaries-of-talks-presented-at-the-summer-institute-for-symbolic-logic-cornell-university-1957-2nd-edn-communications-research-division-institute-for-defense-analyses-princeton-n-j-1960-pp-350-3a45a/DD3AFF839765355B2029B4A22B633BA0 …

        1 reply 0 retweets 2 likes
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