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Review title: Excellent overview of the theory of kernel-based methods
Product review: This book is at the right level if you are already strong in Machine Learning theory. (e.g. Tom Mitchell's "Machine Learning").Note that it is already getting somewhat dated. It for example includes little information on kernels for discreate structured input, such as trees and graphs.
