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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 13 Jul 2020

    Many technical-looking problems actually require a conceptual solution. Reframe before you start hacking...

    2:58 PM - 13 Jul 2020
    • 117 Retweets
    • 662 Likes
    • K M E • @BasilHealth Germán CM Binyam ANIRUDHA AKELA sage.ai Omkar Chavan NISHANT BHARAT Mohamed Latreche Sahil Garg
    9 replies 117 retweets 662 likes
      1. charlie‏ @cloofah 13 Jul 2020
        Replying to @fchollet

        This a million times over. The number of projects I've seen where people try to apply the same (and often only) framing they know, and try to force the problem through the lens of that framing...

        0 replies 1 retweet 11 likes
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      1. Alex Ker  🔭‏ @keralex_ 13 Jul 2020
        Replying to @fchollet

        Reminds of NPC and the value of reductions, if only P=NP is solved haha

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      1. Tom Turner‏ @not2social 13 Jul 2020
        Replying to @fchollet

        We can't solve problems by using the same kind of thinking we used when we created them... Einstein

        0 replies 1 retweet 2 likes
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      1. New conversation
      2. Another Friggin Dave‏ @DaveHWalsh 13 Jul 2020
        Replying to @fchollet

        Naaah, just start hacking... Your miserable failure and frustration, given your flawed concepts, is what spurs both the identification and the serious thinking about the conceptual problems.

        1 reply 0 retweets 2 likes
      3. Samir ZEIN‏ @sez_dss 13 Jul 2020
        Replying to @DaveHWalsh @fchollet

        You d lose too much time this way, start w a pencil and paper then sheets then coding

        0 replies 0 retweets 0 likes
      4. End of conversation
      1. drmikeburns‏ @drmikeburns 13 Jul 2020
        Replying to @fchollet

        So many yesses for this. Countless times I've fought with a problem only to realize that a reconceptualization simplified the problem, often leading to a beautiful restructuring of that section.

        0 replies 0 retweets 2 likes
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      1. Samir ZEIN‏ @sez_dss 13 Jul 2020
        Replying to @fchollet

        100%, smart will learn this less than 2 years into coding

        0 replies 0 retweets 0 likes
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      1. New conversation
      2. Arno  ✴️‏ @varn0v 14 Jul 2020
        Replying to @fchollet

        I tend to agree, but in many ways conceptual and abstract tools ressemble programs : a common saying (see the xkcd) is that automating a task isn't quite worth it if building the program takes significantly more time than repeating the task many times.. 1/2

        1 reply 0 retweets 0 likes
      3. Arno  ✴️‏ @varn0v 14 Jul 2020
        Replying to @varn0v @fchollet

        In the same way, refining and building a concept or abstraction for a task is often hard and time-consuming. In many scenarios, one should accept that abstractions are costlier than simply repeating the task ad nauseam. 🌼 2/2

        0 replies 0 retweets 1 like
      4. End of conversation
      1. Valles‏ @DoubleCurvature 14 Jul 2020
        Replying to @fchollet @BrianTRice

        Remember the photo electric effect!

        0 replies 0 retweets 0 likes
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