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First learn one
layer at a time greedily.
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Then treat this
as “pre-training” that finds a good
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initial set of
weights which can be fine-tuned by
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a local search
procedure.
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Contrastive
wake-sleep is one way of fine-
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tuning
the model to be better at generation.
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Backpropagation
can be used to fine-tune the
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model for better
discrimination.
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This
overcomes many of the limitations of
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standard
backpropagation.
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