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rl-introduction

Project to start with RL

RL utils

  • OpenAI Gym

Basic RL

  • Simple Bandit
  • Tracking Bandit
  • UCB Bandit
  • Gradient Bandit

Immediate RL (Dynamic Programming)

  • Iterative Policy Evaluation
  • Policy Iteration
  • Value Iteration

More advanced topics, including:

  • Monte-Carlo method
  • Temporal-Difference method
  • Policy Gradient method
  • On-policy method
  • Off-policy method
  • Deep-RL

Pet projects

  • Cart-pole
  • Frozen lake
  • Maze solver

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