DeepLearning3.7, Deep Networks versus Shallow Networks: Artificial Neural Networks and Deep Learning

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Empirically deep networks work better on real-world problems than shallow ones. But why? Here a few speculations and hypothesis based on the insight that neurons implement hyperplanes.