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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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    1. Michael Nielsen‏ @michael_nielsen 16 Nov 2018

      New essay from @patrickc and myself, arguing that science has suffered from greatly diminishing returns over the past century:https://www.theatlantic.com/science/archive/2018/11/diminishing-returns-science/575665/ …

      95 replies 490 retweets 1,228 likes
      Show this thread
    2. Michael Nielsen‏ @michael_nielsen 16 Nov 2018

      Of course, others have argued for similar conclusions before. But the argument has usually been made anecdotally. We bring a new type of evidence to the discussion.

      2 replies 3 retweets 19 likes
      Show this thread
    3. Michael Nielsen‏ @michael_nielsen 16 Nov 2018

      The trouble with anecdotal argument about the question "What’s the rate of progress in science" is that it's too big and vague a question, and answers are easily swayed by feeling. That makes it easy to dismiss answers that you don't like.

      2 replies 3 retweets 27 likes
      Show this thread
    4. Michael Nielsen‏ @michael_nielsen 16 Nov 2018

      To avoid this problem, we surveyed scientists at leading institutions, asking them to do pairwise comparisons ranking Nobel prizewinning discoveries in their disciplines. Eg: discovery of neutron vs cosmic background radiation? Etc.

      3 replies 3 retweets 23 likes
      Show this thread
    5. Michael Nielsen‏ @michael_nielsen 16 Nov 2018

      We gathered 4,483 such comparisons. From this portfolio of questions we can back out progress in science (according to this metric) over the decades.

      1 reply 2 retweets 16 likes
      Show this thread
    6. Michael Nielsen‏ @michael_nielsen 16 Nov 2018

      Here's the results for physics, showing a decline:pic.twitter.com/QgqebTkvwv

      6 replies 5 retweets 23 likes
      Show this thread
    7. Michael Nielsen‏ @michael_nielsen 16 Nov 2018

      Here's the results for chemistry, and for physiology or medicine, showing, perhaps, a slight improvement:pic.twitter.com/9SJKd4j4xt

      1 reply 4 retweets 21 likes
      Show this thread
    8. Michael Nielsen‏ @michael_nielsen 16 Nov 2018

      What's being plotted: the probability a discovery made in that decade is ranked above discoveries made in other decades.

      2 replies 4 retweets 15 likes
      Show this thread
    9. Michael Nielsen‏ @michael_nielsen 16 Nov 2018

      The kicker is: the amount we're investing in science has gone up enormously (think 10-100x) over the same time period, whether you look at $, number of scientists, or number of publicationspic.twitter.com/9gBu2FREw0

      12 replies 15 retweets 64 likes
      Show this thread
      François Chollet‏Verified account @fchollet 16 Nov 2018
      Replying to @michael_nielsen

      Reminds me of the conversation we had the other day

      12:19 PM - 16 Nov 2018
      • 1 Like
      • Pierre Levy
      1 reply 0 retweets 1 like
        1. Keiran‏ @drenerbas 16 Nov 2018
          Replying to @fchollet @michael_nielsen

          Isn’t this a bit expected? Once big discoveries are made it takes more effort to work out the details?

          0 replies 0 retweets 1 like
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