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Lecture 14: Approximating Probability Distributions (IV): Variational Methods
Published on 2012-11-0514873 Views
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Presentation
Variational Methods (1)00:00
Questions00:34
Course Outline (2)00:41
The Course Website And Book01:12
Variational Methods (2)01:17
Distances Between Probability Distribution (1)04:46
Distances Between Probability Distribution (2)05:30
Distances Between Probability Distribution (3)06:07
Distances Between Probability Distribution (4)07:04
Distances Between Probability Distribution (5)07:18
Distances Between Probability Distribution (6)08:30
Distances Between Probability Distribution (7)09:17
Distances Between Probability Distribution (8)09:54
Distances Between Probability Distribution (9)10:52
Distances Between Probability Distribution (10)12:39
Variational Free Energy (1)13:21
Variational Methods (3)14:27
Examples (1)14:52
Variational Inference: Gaussian Example (1)15:27
Variational Inference: Gaussian Example (2)16:01
Variational Inference: Gaussian Example (3)18:20
Variational Inference: Gaussian Example (4)18:50
Variational Inference: Gaussian Example (5)20:24
Variational Inference: Gaussian Example (6)20:25
Variational Inference: Gaussian Example (7)20:45
Variational Methods (4)21:58
Variational Methods (5)22:41
Variational Free Energy (2)23:04
Variational Free Energy (3)23:29
Variational Free Energy (4)23:47
The Approximation Distribution24:34
Variational Methods (6)28:00
Variational Methods (7)28:38
Spin System Example (1)30:52
Spin System Example (2)31:26
Spin System Example (3)31:50
Spin System Example (4)33:25
Spin System Example (5)34:17
Spin System Example (6)34:42
Spin System Example (7)35:51
Spin System Example (8)36:22
Spin System Example (9)36:23
Spin System Example (10)36:56
Spin System Example (11)38:13
Spin System Example (12)38:23
Spin System Example (13)38:40
Mean Field Theory (1)42:38
Mean Field Theory (2)43:06
Mean Field Theory (3)43:28
Mean Field Theory (4)44:34
Mean Field Theory (5)44:44