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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 Feb 5

    If you're building a product... talking to your users and using the product yourself are two of the most effective uses of your time. Executing in the right direction is more important than execution speed.

    11:33 AM - 5 Feb 2021
    • 90 Retweets
    • 483 Likes
    • 岩崎 花 💋🥰 John Hurley Timf34 Andrew Pynch Radu Grigore Chris Peterson Tikhon Jelvis Daniel Kazandjian Brendan Zabarauskas
    13 replies 90 retweets 483 likes
      1. François Chollet‏Verified account @fchollet Feb 5

        You know how some software feels "enterprisey"? That has little to do with the use case of the software or who buys it. It's a symptom it was built by people who weren't using it. All software where the design process is disconnected from the UX eventually feels enterprisey.

        3 replies 38 retweets 220 likes
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      1. Edgar‏ @edgarriba Feb 5
        Replying to @fchollet

        so true

        0 replies 0 retweets 2 likes
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      2. paul‏ @PaulElvers Feb 5
        Replying to @fchollet

        What’s your opinion on ML-UX?

        1 reply 0 retweets 0 likes
      3. paul‏ @PaulElvers Feb 5
        Replying to @PaulElvers @fchollet

        I guess it’s #mlux

        0 replies 0 retweets 0 likes
      4. End of conversation
      1. Stacy Real‏ @PleaseStacy Feb 5
        Replying to @fchollet

        So why so so many people at Google don’t do that?

        0 replies 0 retweets 0 likes
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      1. Paolo Perazzo‏ @SiVola Feb 5
        Replying to @fchollet

        Agreed. I feel execution speed is chosen with the idea that “metrics” and “data” will help you correct the product. But to your point, if you miss the direction, metrics and data will simply give you an optimized (wrong) local.

        0 replies 0 retweets 0 likes
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      1. Arpit Gupta‏ @datarpit Feb 5
        Replying to @fchollet

        It improves execution velocity too if not speed.

        0 replies 0 retweets 1 like
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      1. David W. Levine‏ @DavidWLevine1 Feb 5
        Replying to @fchollet

        This is one of the challenges of many agile projects. Agile is better at telling you how fast you are going, than whether you're getting closer to where you need to go. (Not agile's fault, but somewhat it's nature)

        0 replies 0 retweets 2 likes
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      2. Nils Reimers‏ @Nils_Reimers Feb 5
        Replying to @fchollet

        > using the product yourself This also applies to many models created in research: When you actually use your NER / Parser / Q&A / NMT / CV etc. model, you quickly notice many shortcomings. But sadly most don't actually try their models and overfit accuracy scores.

        1 reply 0 retweets 3 likes
      3. Breno W. Carvalho‏ @Brenowsrca Feb 9
        Replying to @Nils_Reimers @fchollet

        True, even in industry labs sometimes.

        0 replies 0 retweets 0 likes
      4. End of conversation

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