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Get Hooked On Neural Net Inspection! That was a pun!

Talkat !!Con West 2020 · 2020-02-29..03-01· [machine-learning, python]
slides:none on file

Shows exactly what hooks reveal and how to use them with PyTorch including PyTorch forward and backward hooks, how hook callbacks receive raw tensors and how to log activations heatmaps and gradient concentration, a prime-number dimensional trick for decoding tensor shapes, a recursive children traversal to attach hooks across a large model, and a made-to-run-together parallel LSTM mirror that asserts output equality which demonstrates the approach actually works not just promises examples.

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