Andrew Ng机器学习课程相关资料

Andrew Ng 的机器学习课程的视频,由于需要翻墙,因此在这里简单提供一下本站的下载链接。

Mathematics Behind Large Margin Classification

第七周


Support Vector Machines Kernels I

Support Vector Machines Kernels II

UsingAnSVM

讲座幻灯片 Lecture12 Support Vector Machines
编程作业: Support Vector Machines

第八周


讲座幻灯片 Lecture14 K-Means Clustering And PCA
编程作业: K-Means Clustering and PCA

第九周


Density Estimation

Problem Motivation

Gaussian Distribution

Algorithm

Building an Anomaly Detection System

第十周


Learning With Large Datasets

Stochastic Gradient Descent

第十一周


Problem Description and Pipeline