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Basic_ML
A work in progress towards stacking all the data science, data management and machine learning training materials [in russian].
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Reinforcement learning
#5
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justheuristic
opened
8 years ago
justheuristic
commented
8 years ago
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.
Deep Reinforcement learning
[ ] 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]
Reinforcement learning
Deep Reinforcement learning