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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. François Chollet‏Verified account @fchollet 24 Jul 2018

      The nonfiction section of any bookstore these days is a long series of "Catchy keyword: how this one weird idea explains everything about the world"...

      2 replies 9 retweets 84 likes
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      François Chollet‏Verified account @fchollet 24 Jul 2018

      The human mind is extremely good at coming up with causal explanations for what it perceives, but it has a strong bias towards collapsing explanations into single-factor causes (simplification bias). This makes us bad at handling complex situations that require nuanced thinking.

      9:40 AM - 24 Jul 2018
      • 35 Retweets
      • 164 Likes
      • Luis A. mryap Robert Benjamin April Rinne @foamchop 🚀 Sollevarsi SOCIAL | organic growth agency International Festival of Learning Julian Andrew🇱🇨🇸🇱
      10 replies 35 retweets 164 likes
        1. Dinesh Dharme‏ @scadza 24 Jul 2018
          Replying to @fchollet

          Reminds me of the book The Denial of Death by Ernest Becker. How he pinned down every human misery onto the single idea that we don't accept death and find ways around it.

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        1. Benedict Evans‏Verified account @benedictevans 24 Jul 2018
          Replying to @fchollet

          Also a story of publishing innovation. I think ‘Cod’ was the first book in the line and it started a whole genre. https://archive.nytimes.com/www.nytimes.com/books/97/09/21/reviews/970921.21benjamt.html …

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        1. Murat Guven‏ @zmuratguven 24 Jul 2018
          Replying to @fchollet

          And, unfortunately, we often assume a linear relationship

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        1. Feral Ephemeral Mancuso‏ @mmancuso2013 24 Jul 2018
          Replying to @fchollet

          ATOMS: HOW THE CAUSE OF ALL MAN'S PROBLEMS CAN TURN INTO THE SOLUTION TO ALL OF THEM OR VICE VERSA BE CAREFUL

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        1. Alex Bowles‏ @alexqgb 24 Jul 2018
          Replying to @fchollet

          It also makes researching (if not actually writing) these books a lot of fun. Perhaps that's a vestigial remainder of our love for the rabbit holes that sheltered early mammals for tens of millions of years. I my new book, Rabbit Hole, I will show...

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        1. Timothy Wolodzko‏ @tymwol 24 Jul 2018
          Replying to @fchollet

          Same with neural networks: there are many adversarial examples showing things like "this single pixel tells me that this is...". I guess both cases are optimized to come up with simple conclusion given complicated input.

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        1. Cruce Saunders‏ @mrcruce 24 Jul 2018
          Replying to @fchollet

          Helpful though as a heuristic for giving the universe handles that a finite human operator can comfortably work with, without the other constraint: that of impossible overwhelm. As long as we don't confuse the maps with the territory, it's useful to build knowable maps.

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        1. frwrd‏ @frwrdnet 24 Jul 2018
          Replying to @fchollet

          Some of it might be “Apophenia”: tendency to perceive meaningful patterns with random data. I call it cloudxplanations, after apophenia-induced cloud-shape finding.

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        1. Ravi Annaswamy‏ @bag_of_ideas 25 Jul 2018
          Replying to @fchollet

          The simplification does not happen on the learning part of the brain (the right brain if u may) but when trying to explain serially to someone using words.

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        1. christina b‏ @csageland 25 Jul 2018
          Replying to @fchollet @jerrymichalski

          Sounds like you’re gonna love @kumupowered mapping... https://kumu.io/manifesto 

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