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AnimaAnandkumar's profile
Prof. Anima Anandkumar
Prof. Anima Anandkumar
Prof. Anima Anandkumar
@AnimaAnandkumar

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Prof. Anima Anandkumar

@AnimaAnandkumar

Director of #AI #research @nvidia, Bren #Professor @Caltech, Fmr Principal scientist @awscloud #Sloan fellow #Tensors Erdos #2 #dancer http://anima-ai.org 

Santa Clara, CA
tensorlab.cms.caltech.edu/users/anima/
Joined October 2014

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    1. Roman Ring‏ @Inoryy Jan 22
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      Have you ever wondered what will be the ML frameworks of the '20s? In this essay, I examine the directions AI research might take and the requirements they impose, concluding with an overview of what I believe to be two strong candidates: JAX and S4TF.http://inoryy.com/post/next-gen-ml-tools/ …

      11 replies 127 retweets 520 likes
      Prof. Anima Anandkumar‏ @AnimaAnandkumar Jan 22
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      Replying to @Inoryy

      Prof. Anima Anandkumar Retweeted Prof. Anima Anandkumar

      Indeed. Agree about Jax. Here's another use case in competitive optimization for training GANs and constrained RLhttps://twitter.com/animaanandkumar/status/1219133562651176965?s=21 …

      Prof. Anima Anandkumar added,

      Prof. Anima Anandkumar @AnimaAnandkumar
      We used JAX for competitive gradient descent (CGD) with Hessian-vector products. Mixed mode differentiation in JAX makes this efficient (just twice cost of backprop). We used CGD for training GANs and for constrained problems in RL. This library will be very useful @pierrelux https://twitter.com/hardmaru/status/1219088493583880192 …
      Show this thread
      5:13 PM - 22 Jan 2020
      • 13 Likes
      • Dr Simon Osindero joao @NeurIPS2020 Amrith Krishna Sasikanth Kotti ViktorM Roman Ring rahuldave Swarna Srinivasan Rishiraj against the dying of the light
      2 replies 0 retweets 13 likes
        1. rahuldave‏ @rahuldave Jan 22
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          Replying to @AnimaAnandkumar @Inoryy

          What about the @JuliaLanguage bevy? Flux.jl, zygote.jl, etc? Like swift, a more natural language...

          0 replies 0 retweets 5 likes
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        2. Roman Ring‏ @Inoryy Jan 23
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          Replying to @AnimaAnandkumar

          Thank you for sharing! Looks quite interesting, I can't believe I missed it while surveying use cases. I've referenced it in the blog post as well now.

          1 reply 0 retweets 1 like
        3. Aakash Kumar Nain‏ @A_K_Nain Jan 23
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          Replying to @Inoryy @AnimaAnandkumar

          Aakash Kumar Nain Retweeted Aakash Kumar Nain

          Made this prediction in the last decade 😛😛https://twitter.com/A_K_Nain/status/1205910872469590017?s=19 …

          Aakash Kumar Nain added,

          Aakash Kumar Nain @A_K_Nain
          The next framework that: 1) Is going to be the best 2) Will be my second fav (Keras still tops the list) 3) Will show the world why Python is ❣️ is JAX!
          0 replies 0 retweets 1 like
        4. End of conversation

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