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Classroom Contents
Deep Learning Limitations and New Frontiers
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- 1 Intro
- 2 T-shirts!
- 3 Final Class Project
- 4 Thursday: Deep Learning in Industry
- 5 Friday: Project Presentations
- 6 Power of Neural Nets
- 7 History of Artificial Intelligence Hype
- 8 Rethinking Generalization
- 9 Capacity of Deep Neural Networks
- 10 Function Approximators
- 11 Adversarial Attacks on Neural Networks
- 12 Neural Network Limitations...
- 13 Why Care About Uncertainty?
- 14 Bayesian Deep Learning for Uncertainty
- 15 Elementwise Dropout for Uncertainty
- 16 Model Uncertainty Application
- 17 Motivation
- 18 Model Controller
- 19 The Child Network
- 20 Learning to Learn: A level deeper
- 21 This Spawns a Very Powerful Idea
