~/talk

F8 Refresh | Deep Learning with PyTorch

Talkat F8 Refresh 2021 · on Wednesday, 2021-06-02· [machine-learning, ai-assisted-development]
slides:none on file

Live demo builds a model in PyTorch that trains on Fashion‑MNIST with SGD and NLLLoss, logs to TensorBoard in a Colab/Jupyter notebook and gets useful predictions after one epoch. A separate project uses PyTorch to train agents in Habitat 2.0, claiming a simulator that yields an 80 years equivalent of robot experience. Project stats: ~71,000 downstream GitHub projects, ~1,100 arXiv papers mentioning PyTorch and ~64% year‑over‑year growth, and over 60% share on Papers With Code.

AI-written summary · about

  1. 0:00Introduction
  2. 0:33Agenda
  3. 4:40Community
  4. 13:50Habitat
  5. 15:58Conclusion
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