CS224U

Sasha Rush on NLP research, engineering, and education

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Coding puzzles, practices, and education, structured prediction, the culture of Hugging Face, large models, and the energy of New York.

Transcript: https://web.stanford.edu/class/cs224u/podcast/rush/

  • Sasha's website
  • Sasha on Twitter
  • Sasha on the Humans of AI podcast
  • Sasha on The Thesis Review Podcast with Sean Welleck
  • Sasha on the Talking Machines Podcast
  • Sasha interviewed by Sayak Paul
  • Hugging Face
  • PyTorch
  • The Annotated Transformer
  • The Annotated Alice
  • The Annotated S4
  • Sasha and Dan Oneață's declarative graphics library Chalk
  • Drawing Big Ben in Chalk
  • OpenNMT
  • Ken Shan
  • Blog post by Ken and Dylan Thurston
  • Edward Z. Yang
  • Stuart Shieber
  • Literate programming
  • Soumith Chintala
  • Lua Torch
  • TensorFlow
  • Graham Neubig
  • Chris Dyer
  • DyNet
  • JAX
  • jax.vmap
  • Matt Johnson
  • Finale Doshi-Velez, whose undergrad ML course inspired and informed Sasha's
  • Tensor Puzzles
  • GPU Puzzles
  • A tweet that Chris added to his CV
  • Adam Paszke
  • Dougal MacLaurin
  • Dex
  • Named Tensor notation
  • Named Tensors in PyTorch
  • TorchDim
  • Mini Torch
  • Torch-Struct
  • Sarah Hooker's paper 'The hardware lottery'
  • Jacob Andreas
  • Kevin Ellis
  • Hugging Face transformers library
  • Hugging Face datasets library
  • Hugging Face diffusers library
  • Hugging Face evaluate library
  • scikit-learn
  • Big Science blog
  • BLOOM
  • The Technology Behind BLOOM Training
  • CRFM
  • Eleuther
  • T0 and PromptSource
  • Washington Post: Big Tech builds AI with bad data. So scientists sought better data
  • The bet: Is Attention All You Need?
  • Democratizing access to large-scale language models with OPT-175B
  • Epic OPT-175 Logbook
  • Google's PaLM
  • United's shares plunge 76% on bogus bankruptcy report
  • Imagen
  • Albert Gu
  • Bell Labs
    • ...more
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