0.25
0.5
0.75
1.25
1.5
1.75
2
Scaling Latent Variable Models
Published on Jan 24, 20125917 Views
Related categories
Chapter list
Scaling Latent Variable Models00:00
Thanks01:38
Outline02:01
Variations on a Theme03:29
deFinetti03:31
Conjugates and Collapsing - 104:32
Conjugates and Collapsing - 206:25
Clustering & Topic Models - 106:46
Clustering & Topic Models - 206:56
Clustering & Topic Models - 306:58
V1 - Brute force maximization07:36
V2 - Brute force maximization08:30
V3 - Variational approximation11:18
V4 - Uncollapsed Sampling12:17
V5 - Collapsed Sampling - 112:33
V5 - Collapsed Sampling - 213:19
V6 - Approximating the Distribution13:57
V7 - Better Approximations of the Distribution16:10
V8 - Sequential Monte Carlo - 118:04
V8 - Sequential Monte Carlo - 219:40
Sum up19:45
Scaling Problems20:54
3 Problems - 120:55
3 Problems - 221:09
3 Problems - 321:17
3 Problems - 421:18
3 Problems - 521:22
3 Problems - 621:28
3 Problems - 721:41
3 Problems - 821:55
3 Problems - 921:59
Distribution - 122:06
Distribution - 222:56
Synchronization - 123:17
Synchronization - 224:14
Distribution - 324:20
Distribution & fault tolerance - 125:23
Distribution & fault tolerance - 226:14
Distribution & fault tolerance - 326:17
Synchronization - 326:50
Synchronization - 427:04
Synchronization - 527:16
Synchronization - 627:29
Synchronization - 727:32
Scalability27:47
Samplers28:47
Sampling28:48
Exploiting Sparsity - 128:50
Exploiting Sparsity - 229:58
Collapsed vs Variational30:02
Fast Proposal30:43
Summary31:01