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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 30 Sep 2019

      One of my favorite things about TensorFlow 2.0 is that it brings high-level UX and low-level flexibility together fluently. This is the result of 4 years of watching practitioners and researchers use the product, and thinking about how we can make life better for both.

      6 replies 77 retweets 481 likes
      Show this thread
    2. François Chollet‏Verified account @fchollet 30 Sep 2019

      You no longer have on one hand, a high-level API that's easy to use but inflexible, & on the other hand a low-level API that's flexible but only approachable by experts. Instead, you have a spectrum of workflows, from the high-level to the low-level. And they're all compatible.pic.twitter.com/8smH0rl4d7

      2 replies 24 retweets 115 likes
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    3. François Chollet‏Verified account @fchollet 30 Sep 2019

      You have an array of ways to build models, each representing a certain level of trade-off between usability and flexibility. You can get started easily and then gradually dive into workflows where you're writing more and more logic from scratch.pic.twitter.com/Tx6k14AXzE

      1 reply 15 retweets 61 likes
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      François Chollet‏Verified account @fchollet 30 Sep 2019

      The same apply to model training as well -- it can be as simple as `fit` or as advanced as writing a training loop where you are responsible for every last detail.pic.twitter.com/wCYvk7t1Za

      11:33 AM - 30 Sep 2019
      • 17 Retweets
      • 68 Likes
      • Emmanuel Ogana A Friend 😷 Jeff Yang Sravan Ankaraju Kinar Avnish Kumar prudhvirampey.eth 𝕚𝕊𝕒𝕟𝕕𝕤 👨🏻‍💻 Mufei Li
      1 reply 17 retweets 68 likes
        1. François Chollet‏Verified account @fchollet 30 Sep 2019

          You can know very little about ML and get started in minutes -- and you'd be using objects in every way compatible with the workflow of a researcher building the next AlphaGo.

          3 replies 9 retweets 75 likes
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