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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 Oct 2019

    Talking about deploying to prod without staging and without integration testing: you ever think about how states with nuclear weapons keep developing new warhead models to this day, but have stopped nuclear tests in the 1990s?

    9:10 AM - 8 Oct 2019
    • 23 Retweets
    • 148 Likes
    • Recursive Plant BB 7 Daniel Vargas 🇩🇴 🇨🇦 Jeff Yang Benjamin Berriot VonVictor Valentino Rosenchild Sagar Pathrudkar Karthik Rao J K Waggoner
    8 replies 23 retweets 148 likes
      1. Timothy Liu‏ @timothy_lkh_ 8 Oct 2019
        Replying to @fchollet

        Simulation done on supercomputers, such as Sierra @ LLNLhttps://en.m.wikipedia.org/wiki/Sierra_(supercomputer) …

        0 replies 0 retweets 3 likes
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      1. Neil Summers‏ @neil_summers_ 8 Oct 2019
        Replying to @fchollet

        Simulations that are severely overfit to that past test data. When new data came by that was outside the current test data, for example NIF, the models failed in their predictions.

        0 replies 0 retweets 2 likes
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      1. Jairo Luciano‏ @jairo_luciano 8 Oct 2019
        Replying to @fchollet

        Or have they

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      1. Social Data Science‏ @AlbertsChatter 8 Oct 2019
        Replying to @fchollet

        recently encountered nightmare"Bus. Analyst" on consulting contract insisted: no testing, sandboxing (even tho 3rd prty to integrate wisely required it), no actual requirements (altho in SOW contract), in mission critical trading/fintech domain BI/AI! I cld use ur nukes analogy!

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      1. Simon Boyi Chen‏ @simonbchen 8 Oct 2019
        Replying to @fchollet

        New warhead designs nowadays are tested via computer simulation.

        0 replies 0 retweets 0 likes
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      2. Andrew Zola‏ @DrewZola 8 Oct 2019
        Replying to @fchollet

        Doesn’t North Korea continue to test?

        1 reply 0 retweets 0 likes
      3. Raideen‏ @raideen 19 Oct 2019
        Replying to @DrewZola @fchollet

        They’re testing delivery systems.

        1 reply 0 retweets 1 like
      4. Show replies
      1. Milan Tomić‏ @milan_tomicc 19 Oct 2019
        Replying to @fchollet

        What do you think National Ignition Facility was built for?

        0 replies 0 retweets 2 likes
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