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Bayesian Hyper Networks
Published on Jul 27, 20176061 Views
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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