0.25
0.5
0.75
1.25
1.5
1.75
2
Bayesian Hyper Networks
Published on Jul 27, 20176053 Views
Related categories
Chapter list
Bayesian Hypernetworks00:00
What’s a Bayesian Hypernet?00:16
What is a Bayesian Neural Net?01:07
What’s special about Bayesian Neural Nets?02:02
Example: self-driving cars02:36
AI Safety03:12
Concrete problems in AI Safety04:42
Concrete problems in AI Safety05:20
Technique07:04
Variational Inference for Bayesian DNNs07:07
Problem with Variational Inference: KL divergence09:38
Are Bayesian Hypernets the solution?11:20
Some Qualitative Results11:53
Background: Hypernetworks12:54
Background: Weight Normalization 13:23
Background: Invertible Deep Generative Models 14:02
Some results (5000 examples of MNIST)14:53
Questions15:11