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Topics in Statistics: Statistical Learning Theory

开始时间: 04/22/2022 持续时间: 未知

所在平台: MIT公开课

课程类别: 数学

大学或机构: ocw

课程主页: http://ocw.mit.edu/courses/mathematics/18-465-topics-in-statistics-statistical-learning-theory-spring-2007

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课程简介

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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