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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 15 Oct 2018

    If you want to become an expert one day, you should not get started by learning from amateurs. They will impart you with mental models that kind of work but aren't quite correct, which will set you back enormously -- far more than a lack of knowledge.

    9:20 AM - 15 Oct 2018
    • 212 Retweets
    • 932 Likes
    • Ricardo Carnieri Humphrey Mogashoa Josh Marines Legion Zhaslan Dochshanov Daniel Mbiye EPS Student Gov Ali Moh Crypto Bourne
    25 replies 212 retweets 932 likes
      1. New conversation
      2. François Chollet‏Verified account @fchollet 15 Oct 2018

        What really sets you back is not what you don't know, it's what you think you know but really don't. Forming bad mental models and having undue confidence in them is far more dangerous than just being aware of your limitations

        4 replies 88 retweets 308 likes
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      3. François Chollet‏Verified account @fchollet 15 Oct 2018

        Maybe most of all because it takes away the drive to learn. A good intro on a topic gives you solid foundations that make you *want* to dive deeper, it doesn't make you believe you've seen everything you need to know

        1 reply 18 retweets 166 likes
        Show this thread
      4. End of conversation
      1. Nirmal Singhania‏ @NirmalSinghania 15 Oct 2018
        Replying to @fchollet

        @fchollet What if someone doesn't have access to experts? MOOCs are a way to learn from experts but many still don't have access to those(Internet or language barrier/Others). Also, how to judge someone is expert if you are taught by amateurs?

        0 replies 0 retweets 3 likes
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      2. Greg Linden‏ @greglinden 15 Oct 2018
        Replying to @fchollet

        This is why reading textbooks even when you're long out of school is useful. They are the distillation of the life's work of an expert in the field. You get to visit their mind and spend time with them through that book.

        2 replies 0 retweets 22 likes
      3. Nirmal Singhania‏ @NirmalSinghania 15 Oct 2018
        Replying to @greglinden @fchollet

        but, Don't you think there is a gap between experts' knowledge and how it is conveyed in the books? Most are not stimulating for general audience IMHO.

        2 replies 0 retweets 2 likes
      4. Show replies
      1. Chris is waiting for Halloween 2022 C.E.‏ @the_invisible_a 15 Oct 2018
        Replying to @fchollet

        If one has a reliable method of sorting and ranking them, isn’t a copious abundance of mental models, INCLUDING the robust and expert models, a benefit? Even if some are flawed? How is deep comprehension thwarted if the explanatory models can be sorted, contrasted and ranked? 🧐

        0 replies 0 retweets 1 like
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      2. Ariel Herbert-Voss‏ @adversariel 15 Oct 2018
        Replying to @fchollet

        There’s still value in learning from amateurs. Example: taking a class from a great TA is often better than from a distinguished prof because the TA has been in contact with the material as a novice more recently and can better help you navigate beginners mistakes.

        2 replies 0 retweets 38 likes
      3. François Chollet‏Verified account @fchollet 15 Oct 2018
        Replying to @adversariel

        I think this is very different. A TA will have expert mental models (even though they may not have fully internalized them), and students will have access to expert knowledge through textbooks. It's just a more pedagogical approach to teaching expert mental models (from books).

        1 reply 2 retweets 14 likes
      4. Show replies
      1. John Douglas‏ @intransitvita 15 Oct 2018
        Replying to @fchollet

        ML as we know it will be a drop-down in an IDE one day, or better, an an appendage to sql syntax. Make peace with it. Results win - not gatekeeping. #fastai

        0 replies 0 retweets 4 likes
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      1. Educofin, CFTe‏ @educofin 15 Oct 2018
        Replying to @fchollet

        Agree. But, how does one know the difference? They may be professionals on paper.

        0 replies 0 retweets 3 likes
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