SVM Machine Learning algorithm Chinese video explanation

This is Lizheng Xuan Cheng-hsuan Li's Chinese video tutorial on some algorithms for machine learning: Http://www.powercam.cc/chli.

I. Kernelmethod (a Chinese Tutorial on Kernel Method, PCA, KPCA, LDA, GDA, and SVMs)

Anautomatic Method to Find the best Parameter for RBF Kernel Function to Supportvector machines

1. Kernel Method

2. Principal Component analysis Andkernel Principal Component analysis

3. Linear discriminant analysis andgeneralized discriminant analysis

4. Hard-margin Support Vector machines (SVMs, SVM)

5. Soft-margin Support Vector Machines

6. Linear Regression model andkernel-based Linear Regression model

7. Reproducing Kernel Hilbert space:definitions

8. Reproducing Kernel Hilbert Space:theorems and proofs

Second, clustering

1. Basic concepts of Fuzzy C-means (part 1th)

2. Basic concepts of Fuzzy C-means (part 2nd)

3. Basic concepts of Fuzzy C-means (part 3rd)

4. Fuzzy C-means Iterative formula pushing

Third, Regression

1. Linear Regression Models-1

2. Linear Regression Models-2

SVM Machine Learning algorithm Chinese video explanation