Topics in Statistics: Statistical Learning Theory

Prof. Dmitry Panchenko, MIT OpenCourseWare

The main goal of this course is to study the generalization ability of a number of popular machine learning algorithms such as boosting, support vector machines and neural networks. Topics include Vapnik-Chervonenkis theory, concentration inequalities in product spaces, and other elements of empirical process theory.

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  • Language: English Gb

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