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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 5 May 2020

    François Chollet Retweeted François Chollet

    This is exactly what happened. Now the UW model has been readjusted to predict 134k deaths total. The new model still suffers from the same flaw: it assumes something will change in May/June to cause the epidemic's trajectory to suddenly change direction and get under control.https://twitter.com/fchollet/status/1256297472407662593 …

    François Chollet added,

    François CholletVerified account @fchollet
    24 hour & 2.5k dead later and we're now at 65k confirmed deaths. The UW model is still predicting 72k total deaths *by the end of the epidemic*. Reality: we'll blow past it in 5 days. https://twitter.com/fchollet/status/1255937714244816896 …
    4:03 PM - 5 May 2020
    • 22 Retweets
    • 123 Likes
    • Tanjid Hasan Tonmoy Sakthi Geek Prdctnomics - The economics of digital products Yuri Matheus Kaique Silva Farah oliver rosario Sebastian olti
    6 replies 22 retweets 123 likes
      1. New conversation
      2. François Chollet‏Verified account @fchollet 5 May 2020

        Perhaps it will, perhaps it won't. But it's an odd thing for a model to assume, since our future response cannot be inferred from past data. You might as well make the reverse assumption: "gradual reopenings will cause the trajectory to change course, in the wrong direction"

        3 replies 3 retweets 25 likes
        Show this thread
      3. François Chollet‏Verified account @fchollet 5 May 2020

        That's what throws me off with these models: they don't appear to acknowledge that how the future turns out is a consequence of our actions. They start from the assumption that the curve will go flat, and then they fit a curve that fits past data plus this unjustified assumption.

        2 replies 3 retweets 36 likes
        Show this thread
      4. François Chollet‏Verified account @fchollet 5 May 2020

        A better model would be presented as a set of possible actions taken by the fed govt / state govts / the public, and outcomes conditioned on these actions. This would involve actually modeling transmission and economic/social activity, rather than fitting a curve.

        6 replies 9 retweets 45 likes
        Show this thread
      5. François Chollet‏Verified account @fchollet 5 May 2020

        And don't get me started on the "cubic model" from the WH (cubic fit in Excel?) predicting 0 deaths in two weeks

        6 replies 4 retweets 44 likes
        Show this thread
      6. End of conversation
      1. New conversation
      2. Ash‏ @null_recurring 5 May 2020
        Replying to @fchollet

        Let's face it: given currebt trends, US won't get out of this epidemic at all.

        1 reply 0 retweets 4 likes
      3. Ash‏ @null_recurring 5 May 2020
        Replying to @null_recurring @fchollet

        Damnit, where's that review feature Twitter has promised recently

        1 reply 0 retweets 1 like
      4. Show replies
      1. New conversation
      2. Ann‏ @datmaven 5 May 2020
        Replying to @fchollet

        Straightforward curve-fitting is a terrible way to extrapolate the future. I think most modelers of complex systems, who were unaware of the details of epidemiology modeling before the last few weeks, have been shocked that this seems to be the state of the operational models.

        1 reply 0 retweets 3 likes
      3. Ann‏ @datmaven 5 May 2020
        Replying to @datmaven @fchollet

        I really meant "straightforward curve-fitting extrapolation is a terrible way to predict the future"

        0 replies 0 retweets 0 likes
      4. End of conversation
      1. Matt "0 Covid/Wrong pig, wrong bat" Hardwick‏ @MattLabor 5 May 2020
        Replying to @fchollet

        Regarding the new 134,000 number: It sounds like it's "pack the churches on Easter because #epidemicisover", as it were. In this case, presuming the 1,500 deaths/day remains consistent, the Administration is assuming a secular, nationalist "pack the churches on Easter"...😬😷

        0 replies 0 retweets 0 likes
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      1. Mario Lois‏ @MarioLoisG 5 May 2020
        Replying to @fchollet

        You were right in your prev prediction. However, is there any good model that could be significantly more accurate? We still dont know how long the immunity will be for those recovered, or how much will higher temperature affect the virus... Or much social distancing will remain

        0 replies 0 retweets 0 likes
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