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Deep Learning for Distribution Estimation

Published on Sep 13, 201514100 Views

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Chapter list

Deep Learning For Distribution Estimation00:00
Distribution Estimation01:18
Outline - 103:59
Outline - 206:27
Fully Visible Bayesian Networks06:49
Neural Autoregressive Distribution Estimator - 112:42
Neural Autoregressive Distribution Estimator - 221:05
Experiments - 127:54
Experiments - 230:51
Experiments - 332:25
Outline - 332:39
Real-Valued NADE - 132:55
Real-Valued NADE - 235:47
Experiments - 435:50
Experiments - 536:16
Experiments - 636:49
Outline - 436:57
Document NADE - 138:10
Tree Structured Multinomial39:08
Document NADE - 243:25
Document NADE - 344:57
Experiments - 745:13
Experiments - 845:46
Experiments - 946:15
Experiments - 1048:14
Supervised DOCNADE - 149:07
Experiments - 1154:17
Supervised DOCNADE - 254:41
Experiments - 1255:00
Experiments - 1355:27
Experiments - 1456:13
Experiments - 1556:47
Outline - 557:05
Deep Nade - 157:36
Deep Nade - 257:48
Deep Nade - 357:50
Deep Nade - 458:17
Deep Nade - 501:00:10
Deep Nade - 601:00:41
Deep Nade - 701:00:47
Deep Nade - 801:01:01
Deep Nade - 901:03:01
Deep Nade - 1001:03:47
Experiments - 1601:05:33
Experiments - 1701:06:39
Experiments - 1801:07:58
Experiments - 1901:08:52
Modeling Images and Text - 101:08:52
Modeling Images and Text - 201:10:31
Modeling Images and Text - 301:11:21
Modeling Images and Text - 401:11:47
Outline - 601:12:31
Autoregressive Property - 101:12:50
Autoregressive Property - 201:13:19
Made in Picture01:14:12
Made in Words - 101:18:45
Made in Words - 201:19:11
Results - 101:22:06
Results - 201:22:18
Conclusion01:22:35
Merci!01:24:07