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