0:00 Introduction
0:20 Roadmap
0:47 Linear Classification Revisited
1:27 Which Line Is Best?
3:40 Why Rightmost Hyperplane?
6:25 Fat Hyperplane
8:31 Large-Margin Separating Hyperplane
12:59 Distance to Hyperplane: Preliminary
15:09 Distance to Hyperplane want: distance(x, b,w), with hyperplane w'x'+b=0
18:59 Distance to Separating Hyperplane
20:33 Margin of Special Separating Hyperplane
23:02 Standard Large-Margin Hyperplane Problem
25:32 Solving a Particular Standard Problem
30:12 Support Vector Machine (SVM)
32:20 Solving General SVM
33:49 Quadratic Programming
36:32 SVM with QP Solver
38:16 Why Large-Margin Hyperplane?
41:17 Large-Margin Restricts Dichotomies
44:00 Benefits of Large-Margin Hyperplanes
47:07 Summary
