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Making deep learning measurements involving the gradient and the Hessian

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The Hessian and the gradient in deep networks

Perform measurements involving the gradient, the Hessian, and relations between them. Compute full and partial Hessian spectrum. Support fully-connected / convnet with MNIST / CIFAR10 and various other options (dropout, batch-norm, etc.).

For a minimal install: python3 setup.py develop then python3 scope/train.py --help.

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Making deep learning measurements involving the gradient and the Hessian

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  • Python 99.5%
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