TP1 Leveraging Complex Prior Knowledge for Learning

author: Neil D. Lawrence, School of Mathematics, The University of Manchester

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*Slides*
0:00	TP1: Leveraging Complex Prior Knowledge in Learning
1:21	Outline 1
1:25	PASCAL II Thematic Programmes - 1
1:36	PASCAL II Thematic Programmes - 2
1:42	PASCAL II Thematic Programmes - 3
2:08	PASCAL II Thematic Programmes - 4
2:17	PASCAL II Thematic Programmes - 5
2:25	PASCAL II Thematic Programmes - 6
2:38	PASCAL II Thematic Programmes - 7
3:15	PASCAL II Thematic Programmes - 8
3:45	Machine Learning History - 1
4:29	Machine Learning History - 2
5:52	Machine Learning History - 3
6:24	Machine Learning History - 4
6:28	Machine Learning History - 5
6:30	Machine Learning History - 6
6:46	Machine Learning History - 7
6:53	The Future - 1
7:11	The Future - 2
7:21	The Future - 3
7:41	The Future - 4
8:03	The Future - 5
8:17	The Future - 6
8:18	The Future - 7
8:31	What Can we do Today? - 1
9:59	What Can we do Today? - 2
10:14	What Can we do Today? - 3
10:18	What Can we do Today? - 4
10:22	What Can we do Today? - 5
10:35	What Can we do Today? - 6
11:17	What Can we do Today? - 7
11:22	What Can we do Today? - 8
11:32	Outline 2
11:35	The Methodologies - 1
11:49	The Methodologies - 2
11:53	The Methodologies - 3
12:02	The Methodologies - 4
12:31	The Methodologies - 5
12:35	The Methodologies - 6
13:02	The Methodologies - 7
13:34	The Methodologies - 8
13:39	The Methodologies - 9
14:10	The Methodologies - 10
14:18	The Methodologies - 11
15:09	The Methodologies - 12
15:11	Outline 3
15:15	Common Themes - 1
15:31	Common Themes - 2
15:49	Common Themes - 3
15:53	Common Themes - 4
15:56	Common Themes - 5
16:00	Common Themes - 6
16:02	Common Themes - 7
16:24	Computational and Systems Biology - 1
16:43	Computational and Systems Biology - 2
17:04	Computational and Systems Biology - 3
17:22	Computational and Systems Biology - 4
17:28	Computational and Systems Biology - 5
18:07	Computational and Systems Biology - 6
18:10	Computational and Systems Biology - 7
18:14	Computational and Systems Biology - 8
18:26	What's Out There? - 1
18:30	What's Out There? - 2
18:55	What's Out There? - 3
19:51	What's Out There? - 4
19:57	What's Out There? - 5
20:07	What's Out There? - 6
20:27	Case Study - 1
20:59	Case Study - 2
21:47	Case Study - 3
21:56	Case Study - 4
22:25	Differential Equations
22:52	Bayes Factors
23:33	Hypothesis Implications
23:44	Results from siRNA Knock Down Experiments
23:52	Hypothesis Implications
23:57	Results from siRNA Knock Down Experiments
24:08	Hypothesis Implications
24:14	Results from siRNA Knock Down Experiments
24:27	Computational Bio Conclusions - 1
24:30	Computational Bio Conclusions - 2
24:50	Computational Bio Conclusions - 3
24:54	Computational Bio Conclusions - 4
24:56	Computational Bio Conclusions - 5
24:58	Computational Bio Conclusions - 6
25:07	Text and Language Processing - 1
25:32	Text and Language Processing - 2
25:36	Text and Language Processing - 3
25:46	Text and Language Processing - 4
25:52	Text and Language Processing - 5
26:19	Text and Language Processing - 6
26:41	Text and Language Processing - 7
26:46	Historic Perspective (Language) - 1
26:48	Historic Perspective (Language) - 2
26:51	Historic Perspective (Language) - 3
26:58	Historic Perspective (Language) - 4
27:02	Historic Perspective (Language) - 5
27:04	Historic Perspective (Language) - 6
27:07	Historic Perspective (Language) - 7
27:19	Historic Perspective (Language) - 8
27:29	Implicit Prior Knowledge in Data Driven Systems - 1
27:31	Implicit Prior Knowledge in Data Driven Systems - 2
27:41	Implicit Prior Knowledge in Data Driven Systems - 3
27:44	Implicit Prior Knowledge in Data Driven Systems - 4
27:59	Implicit Prior Knowledge in Data Driven Systems - 5
28:21	Towards Explicit Prior Knowledge - 1
28:29	Towards Explicit Prior Knowledge - 2
28:39	Towards Explicit Prior Knowledge - 3
28:42	Towards Explicit Prior Knowledge - 4
28:46	Towards Explicit Prior Knowledge - 5
28:55	Towards Explicit Prior Knowledge - 6
28:59	Towards Explicit Prior Knowledge - 7
29:04	Towards Explicit Prior Knowledge - 8
29:16	Towards Explicit Prior Knowledge - 9
29:22	Towards Explicit Prior Knowledge - 10
29:34	Surge of Publications
29:45	The Challenge of Incorporating Expert Knowledge - 1
30:10	The Challenge of Incorporating Expert Knowledge - 2
30:18	The Challenge of Incorporating Expert Knowledge - 3
30:22	The Challenge of Incorporating Expert Knowledge - 4
30:41	The Challenge of Incorporating Expert Knowledge - 5
31:05	Outline 4
31:39	Computational and Systems Biology
32:49	Stochastic Processes and Dierential Equations
34:29	Bayesian Workshop
35:41	Language Workshop
36:05	Other Workshops

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