Reinforcement learning #5

justheuristic · 2016-07-28T20:48:07Z

Reinforcement learning

Theoretical bias
Planning and game trees
Game tree approach to Pacman
Reinforcement learning, table-based Q-learning, Bellman equation.
Stanford example with robot, pacman and gridworld.

Approximate reinforcement learning. Deep reinforcement learning. Caveats and pitfalls
Playing atari with deep reinforcement learning.
POMDP and recurrent RL.
Kung Fu and PBS cases: comparing DQN from previous seminar with DRQN.
[Sparse & delayed rewards. Hierarchical RL. Model-based Vs model-free options]?
[Regular VS Hierarchical RL in Montezuma Revenge-like games]

justheuristic changed the title ~~ML Pipeline~~ Reinforcement learning Jul 28, 2016