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  • How to Train Really Large Models on Many GPUs?

    [Updated on 2022-03-13: add expert choice routing.] [Updated on 2022-06-10]: Greg and I wrote a shorted and upgraded version of this post, published on OpenAI Blog: “Techniques for Training Large Neural Networks”

    Lil'Log (Lilian Weng)18 min read
  • Neural Architecture Search

    Although most popular and successful model architectures are designed by human experts, it doesn’t mean we have explored the entire network architecture space and settled down with the best option.

    Lil'Log (Lilian Weng)29 min read
  • The Transformer Family

    [Updated on 2023-01-27: After almost three years, I did a big refactoring update of this post to incorporate a bunch of new Transformer models since 2020. The enhanced version of this post is here: The Transformer Family Version 2.0. Please refer to that post on this topic.]

    Lil'Log (Lilian Weng)25 min read

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