Probabilistic Graphical Models and Structured Prediction

author: Ben Taskar, University of Pennsylvania

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*Slides*
0:00	Structured Prediction: A Large Margin Approach
0:53	Cartoon
1:25	Handwriting Recognition
1:52	Object Segmentation
2:13	Natural Language Parsing
2:35	Bilingual Word Alignment
3:37	Protein Structure and Disulfide Bridges
4:49	Local Prediction - 1
6:09	Local Prediction - 2
7:27	Structured Prediction - 1
7:47	Structured Prediction - 2
8:27	Outline - 1
9:54	- Questions
14:42	- Questions
19:13	Chain Markov Net (aka CRF*) - 2
21:30	- Questions
23:24	CFG Parsing
23:27	- Questions
24:17	CFG Parsing
25:46	Bilingual Word Alignment
27:23	Disulfide Bonds: Non-Bipartite Matching
27:48	Scoring Function
28:31	Structured Models
28:43	- Questions
32:45	Structured Models
33:13	Supervised Structured Prediction
35:45	Outline - 2
35:47	OCR Example
36:49	Parsing Example
37:05	Alignment Example
37:13	Structured Loss
39:08	Large Margin Estimation - 1
40:26	Large Margin Estimation - 2
41:43	Large Margin Estimation - 3
43:45	Min-Max Formulation - 1
45:55	Outline - 3
46:14	y ⇒z Map for Markov Nets
48:42	Markov Net Inference LP
54:45	Associative MN Inference LP
60:10	CFG Chart
61:28	CFG Inference LP
63:39	Matching Inference LP
65:13	LP Duality
66:22	Min-Max Formulation - 2
68:46	Min-Max Formulation Summary
68:49	Min-Max Formulation - 2
69:15	Min-Max Formulation Summary
69:44	- Questions
73:48	Min-Max Formulation Summary
75:16	Unfactored Primal/Dual
76:47	Factored Primal/Dual
77:50	The Connection
81:26	Duals and Kernels
82:22	Alternatives: Perceptron
84:27	Alternatives: Constraint Generation
86:09	Handwriting Recognition
87:17	Hypertext Classification
88:09	3D Mapping - 1
88:27	3D Mapping - 2
88:29	3D Mapping - 3
88:35	3D Mapping - 4
88:40	3D Mapping - 5
88:41	Segmentation Results
90:42	Fly-Through
90:44	Word Alignment Results

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Watch videos: (click on thumbnail to launch)

Part 1: Structured Prediction: A Large Margin Approach - I 1:32:34 !NOW PLAYING	Part 2: Structured Prediction: A Large Margin Approach - II 0:13:23	Part 3: Probabilistic Graphical Models - I 1:03:39
Part 4: Probabilistic Graphical Models - II 0:46:54