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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 24 Apr 2020

    Being resource-constrained forces you to ship solutions that do less, or do it in a simpler way. Often, these solutions turn out to be more effective than the over-engineered solutions shipped by resource-rich teams. Resource constraints can be a design advantage.

    11:56 AM - 24 Apr 2020
    • 93 Retweets
    • 511 Likes
    • Benjamin Treuhaft Read Kraus Bryn Lewis Martin Görner Vukio Either Kasonde M. Chewe Tara Asad Ahamad
    16 replies 93 retweets 511 likes
      1. François Chollet‏Verified account @fchollet 24 Apr 2020

        Engineers don't naturally trend towards simplicity. You have to put them in situations where simplicity is their only option.

        4 replies 30 retweets 189 likes
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      1. VoteFlipper | Paul Merritt‏ @VoteFlipper 24 Apr 2020
        Replying to @fchollet

        They can also be a disadvantage if you’re hacking off corners to get to a goal. There’s a balance to maintain.

        0 replies 0 retweets 3 likes
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      1. “Hey it’s Debug!”  🧐‏ @heyitsDebug 24 Apr 2020
        Replying to @fchollet

        Most major innovation comes at times of huge upheaval.

        0 replies 0 retweets 2 likes
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      1. Paul Golding‏ @pgolding 24 Apr 2020
        Replying to @fchollet

        Perhaps, but it’s an anecdote often used to justify underinvestment in projects.

        0 replies 0 retweets 1 like
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      1. New conversation
      2. Bastian Blankenburg  🤝  🛡‏ @databu 24 Apr 2020
        Replying to @fchollet

        Examples?

        1 reply 0 retweets 0 likes
      3. Drago Indjic/Инђић‏ @dindjic 25 Apr 2020
        Replying to @databu @fchollet

        Any team under #sanctions

        1 reply 0 retweets 1 like
      4. Show replies
      1. nik hultgren‏ @nik_hultgren 24 Apr 2020
        Replying to @fchollet

        Au contraire! Being resource-constrained allows you to ship MORE better features, because resource-rich teams spend all their time thinkin about themselves instead what they produce. "Streamlining" is what resource-rich teams do when the backers get tired of waiting.

        0 replies 0 retweets 0 likes
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      2. Lukas Galke‏ @LukasGalke 24 Apr 2020
        Replying to @fchollet

        Related: Complexity of the solution (y axis) by elegance (x axis) by famous German computer scientist Günther Dueck. Arrow on the left says "dumb simple", arrow on the right says "genius simple".pic.twitter.com/mD42Vfw7XZ

        2 replies 7 retweets 28 likes
      3. mihai nadin‏ @natwitte 24 Apr 2020
        Replying to @LukasGalke @walterdebrouwer @fchollet

        Great! We are often stupid. Those who recognize it might overcome the false simplicity of their “genius.”

        0 replies 0 retweets 1 like
      4. End of conversation
      1. Arun Shroff‏ @arunshroff 24 Apr 2020
        Replying to @fchollet

        "Everything should be made as simple as possible, but not simpler" - Albert Einstein

        0 replies 0 retweets 8 likes
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