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This repository contains implementations of popular Reinforcement Learning algorithms.

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Name		Name	Last commit message	Last commit date
Latest commit History 12 Commits
MCTS_AlphaBetaSearch_MNKgame		MCTS_AlphaBetaSearch_MNKgame
DQN_CartPole.ipynb		DQN_CartPole.ipynb
Policy_Iteration_FrozenLake.ipynb		Policy_Iteration_FrozenLake.ipynb
QLearning_SARSA_FrozenLake.ipynb		QLearning_SARSA_FrozenLake.ipynb
README.md		README.md

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Reinforcement Learning

This repository contains implementations of popular Reinforcement Learning algorithms in simple settings.

Content

Policy Iteration in OpenAI Gym (Frozen Lake)
Q-Learning and SARSA in OpenAI Gym (Frozen Lake)
Deep Q-Network (DQN) in OpenAI Gym (CartPole)
Alpha Beta Pruning for MNK Game
Monte Carlo Tree Search for MNK Game

Running Instructions

For the first 3 parts the ipynb are standalone and fully working.
For MNK Game, poetry file and running instructions are given inside.

License

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This repository contains implementations of popular Reinforcement Learning algorithms.

reinforcement-learning openai-gym alpha-beta-pruning cartpole-v1 mcts-algorithm frozenlake-v3

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