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Multilayer contrastive divergence
• Start by learning one hidden layer.
• Then re-present the data as the activities of the
hidden units.
– The same learning algorithm can now be
applied to the re-presented data.
• Can we prove that each step of this greedy
learning improves the log probability of the data
under the overall model?
– What is the overall model?