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Automatic Differentation
Tutorial on autodiff: forward and reverse mode, dual numbers, backpropagation, recurrent and residual networks, adjoint method, argmin layers.
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Wasserstein Eigenvectors
Optimal transport, eigenvectors, non-linear Perron-Frobenius theory.
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Computational Optimal Transport
Optimal Transport, Entropic regularization, Sinkhorn divergences, Generative models.