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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 Dec 2020

    Humans develop their full cognitive potential in an environment that is complex & challenging, without being overwhelming. Similarly, the big technological leaps of past civilizations have occurred in response to environmental constraints that were challenging, but not too harsh.

    5:39 PM - 13 Dec 2020
    • 44 Retweets
    • 279 Likes
    • Gaurav Anand Carl Octavian WeiChing Lin ChinHuiChen Haider Farouk Hjabo Clémentine Cazenave David Ranaivotsimba Parshin Shojaee
    6 replies 44 retweets 279 likes
      1. New conversation
      2. François Chollet‏Verified account @fchollet 13 Dec 2020

        A lack of challenges and hardships is just as big an obstacle to the realization of one's potential as facing hardships so tough they cannot be overcome. This applies to individuals and cultures alike.

        3 replies 8 retweets 74 likes
        Show this thread
      3. François Chollet‏Verified account @fchollet 13 Dec 2020

        In the first few millennia of the history of civilization, natural environmental constraints were the main driver of (and limit to) human ingenuity. New technology arose from the need to survive in challenging environments.

        1 reply 1 retweet 28 likes
        Show this thread
      4. François Chollet‏Verified account @fchollet 13 Dec 2020

        Starting in the Antiquity, inter-cultural conflict & cooperation replaced nature as the main catalyser of progress. War, trade, competition started shaping the curriculum of civilization.

        3 replies 1 retweet 26 likes
        Show this thread
      5. François Chollet‏Verified account @fchollet 13 Dec 2020

        I would go as far as saying that the particular environmental and historical circumstances of a civilization program the direction and speed of its progress in an almost deterministic way

        1 reply 2 retweets 31 likes
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      6. François Chollet‏Verified account @fchollet 13 Dec 2020

        The need to rise up to the existential challenge of climate change will likely guide the next chapter of our progress over the next few centuries

        3 replies 3 retweets 41 likes
        Show this thread
      7. End of conversation
      1. Chalk Finance‏ @ChalkFinance 13 Dec 2020
        Replying to @fchollet

        pic.twitter.com/ShOJE2UEfu

        0 replies 0 retweets 19 likes
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      1. Dmitriy Mandel aka Schnitzel  🐈‏ @mndl_nyc 13 Dec 2020
        Replying to @fchollet

        Wars are as harsh as it gets and they have caused tech advances (e.g. nuclear power and rockets) that would not have have happened otherwise

        0 replies 0 retweets 0 likes
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      1. Justin Halford‏ @Justin_Halford_ 13 Dec 2020
        Replying to @fchollet

        War strikes me as harsh. IMO, the greatest breakthroughs of the past century occurred under vast pressure.

        0 replies 0 retweets 0 likes
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      1. New conversation
      2. Karson Chrispens‏ @karsonchrispens 13 Dec 2020
        Replying to @fchollet

        I think the constraints of the environment and the constraints of trade, war, competition, climate change etc. also weaponize progress towards those specifically those goals, which can be problematic in certain contexts.

        1 reply 0 retweets 0 likes
      3. Karson Chrispens‏ @karsonchrispens 13 Dec 2020
        Replying to @karsonchrispens @fchollet

        For example, the constraint of competition has in the past caused humanity to target goals that are negative on net, but maximize outmaneuvering competition. Nuclear weapons could possibly be considered a method of outmaneuvering the constraint of war (through MAD)

        1 reply 0 retweets 0 likes
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