Understanding deep learning requires rethinking …
Bartlett (1998) proved bounds on the fat shattering dimension of multilayer perceptrons with sig-moid activations in terms of the `1-norm of the weights at each node. This important result gives a generalization bound for neural nets that is independent of the network size. However, for RELU networks the `1-norm is no longer informative. This ...
Learning, Deep, Requires, Shattering, Deep learning requires
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Mastering Chess and Shogi by Self-Play with a …
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