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Re:Unsupervised Feature Learning and Deep Learning Tutorial by awc on Sunday May 26, 2013 @12:19AM (#5770022)
SVMs may still be useful as a classifier sitting on top of a deep model. Plugging the features learned during unsupervised pre-training into an SVM instead of a neural net is perfectly valid.

Lower layers of the "deep" model are (typically) performing non-linear dimensionality reduction. i.e. generating a set of high-level features which make subsequent classification easier than it would have been on the raw input data.

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