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Tricks of the trade for training SVMs
Published on Feb 25, 20075667 Views
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Chapter list
Tricks of the trade for training SVMs00:02
Overview00:31
SVM can not watch TV.02:19
Problem Statement03:28
Overview05:21
Linear SVM in the primal05:33
Linear SVM in the primal07:08
Linear SVM in the primal09:10
Linear SVM in the primal09:30
Linear SVM in the primal10:09
Non-linear SVMs10:34
Complexity11:45
Trick12:54
Trick14:29
Trick17:01
Trick19:48
Greedy choice of the subset21:41
Greedy choice of the subset22:57
Greedy choice of the subset26:10
Greedy choice of the subset26:17
Greedy choice of the subset27:57
Multiclass experiment29:11
Overview30:21
Where do we spend our money in the dual formulation?30:49
Where do we spend our money in the dual formulation?31:33
Where do we spend our money in the dual formulation?33:25
Where do we spend our money in the dual formulation?35:01
Select patterns35:33
Condensation and Editing35:54
Cross-Training37:23
Cross-Training39:14
But.... we lost control!40:03
Current Quests and Spinoff41:03
Overview43:19
Conjectures – Lynching the speaker is prohibited43:35
If someone puts a gun44:50
SON45:41
References45:49