Notes on All Things Machine Learning and Mathematics
Topics
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Topics
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Deep learning: The book
Actor critic
Advanced model learning
Advanced policy gradient methods & TRPO
Connection between control and inference
Direct Collocation
Exploration
Imitation learning
Introduction to deep RL
Inverse RL
Learning dynamical models
Learning policies by imitating optimal control
MDPs value and policy iteration
Optimal control & planning
Policy gradient methods
Q learning algorithms
Transfer learning & meta-learning