Support Vector Machines and Kernel Methods

author: Colin Campbell, University of Bristol

Categories

Top: Computer Science: Machine Learning: Kernel Methods

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*Slides*
0:00	Support Vector Machines and Kernel Methods
0:23	- Part 1: An Introduction to SVMs
0:38	- Part 2: General kernel methods
1:02	Advantages of SVMs - 1
1:50	Advantages of SVMs - 2
3:38	SVMs for Binary Classification - 1
4:57	SVMs for Binary Classification - 2
5:40	SVMs for Binary Classification - 3
6:15	SVMs for Binary Classification - 4
6:58	SVMs for Binary Classification - 5
7:29	SVMs for Binary Classification - 4
8:57	SVMs for Binary Classification - 5
9:20	SVMs for Binary Classification - 6
9:22	SVMs for Binary Classification - 5
9:42	SVMs for Binary Classification - 6
10:15	SVMs for Binary Classification - 7
10:36	SVMs for Binary Classification - 4
11:07	SVMs for Binary Classification - 7
11:22	SVMs for Binary Classification - 8
11:25	SVMs for Binary Classification - 4
11:34	SVMs for Binary Classification - 8
11:47	SVMs for Binary Classification - 7
11:50	SVMs for Binary Classification - 8
11:57	SVMs for Binary Classification - 9
12:15	SVMs for Binary Classification - 10
13:10	SVMs for Binary Classification - 9
13:19	SVMs for Binary Classification - 8
13:45	SVMs for Binary Classification - 9
14:34	SVMs for Binary Classification - 11
15:42	SVMs for Binary Classification - 12
17:47	SVMs for Binary Classification - 13
18:03	SVMs for Binary Classification - 12
18:12	SVMs for Binary Classification - 13
18:15	SVMs for Binary Classification - 14
19:47	SVMs for Binary Classification - 15
19:50	SVMs for Binary Classification - 14
21:03	SVMs for Binary Classification - 15
22:34	SVMs for Binary Classification - 10
22:57	SVMs for Binary Classification - 15
23:22	- Questions
23:48	SVMs for Binary Classification - 16
24:45	SVMs for Binary Classification - 17
24:56	SVMs for Binary Classification - 14
25:18	SVMs for Binary Classification - 17
27:06	SVMs for Binary Classification - 18
27:43	SVMs for Binary Classification - 19
27:47	SVMs for Binary Classification - 18
28:27	- Questions
31:22	SVMs for Binary Classification - 20
31:31	SVMs for Binary Classification - 21
32:50	SVMs for Binary Classification - 22
33:54	SVMs for Binary Classification - 23
34:02	SVMs for Binary Classification - 24
35:54	SVMs for Binary Classification - 22
36:12	SVMs for Binary Classification - 24
36:25	SVMs for Binary Classification - 25
36:37	SVMs for Binary Classification - 26
37:07	SVMs for Binary Classification - 27
37:28	SVMs for Binary Classification - 28
37:57	SVMs for Binary Classification - 29
38:07	SVMs for Binary Classification - 30
38:19	Soft Margins and Multi-class Problems - 1
39:20	Soft Margins and Multi-class Problems - 2
40:24	Soft Margins and Multi-class Problems - 3
41:03	SVMs for Binary Classification - 30
42:31	Soft Margins and Multi-class Problems - 3
42:49	Soft Margins and Multi-class Problems - 4
44:15	Soft Margins and Multi-class Problems - 5
45:45	Soft Margins and Multi-class Problems - 6
46:23	Soft Margins and Multi-class Problems - 7
47:20	Soft Margins and Multi-class Problems - 8
47:38	Soft Margins and Multi-class Problems - 9
47:41	Soft Margins and Multi-class Problems - 10
48:15	Solving Regression Tasks with SVMs - 1
48:41	- Questions
48:58	- Questions
49:32	Solving Regression Tasks with SVMs - 1
50:07	Solving Regression Tasks with SVMs - 2
50:26	Solving Regression Tasks with SVMs - 1
50:54	Solving Regression Tasks with SVMs - 2
51:04	Solving Regression Tasks with SVMs - 3
51:06	Solving Regression Tasks with SVMs - 4
51:35	Solving Regression Tasks with SVMs - 5
52:39	Solving Regression Tasks with SVMs - 4
52:41	Solving Regression Tasks with SVMs - 6
53:51	Solving Regression Tasks with SVMs - 7
53:54	Solving Regression Tasks with SVMs - 6
53:57	Solving Regression Tasks with SVMs - 7
54:15	Solving Regression Tasks with SVMs - 8
54:19	Solving Regression Tasks with SVMs - 6
54:51	Solving Regression Tasks with SVMs - 7
54:53	Solving Regression Tasks with SVMs - 8
55:20	Solving Regression Tasks with SVMs - 9
56:11	- Questions
56:44	- Questions
57:38	- Questions
58:27	Applications of SVMs - 1
58:32	Applications of SVMs - 2
58:36	Applications of SVMs - 3
58:37	Applications of SVMs - 4
58:37	Applications of SVMs - 5
58:39	Applications of SVMs - 6
58:39	Applications of SVMs - 7
58:40	Applications of SVMs - 8
59:04	Applications of SVMs - 9

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