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basics_of_reinforcement_learning

some notes of my RL learning, some exercises

  • Non-stationary 10-armed bandit problem
  • Optimistic initial values
    • QLearning trial
  • UCB action selection
    • Compare to others
    • Trying some trainable parameters in AS and UCB methods
    • Calc the cumulative rewards
  • Policy Gradient
  • Pole Balancing
    • DQN
    • A2C
    • PPO
    • Comparison
  • Lunar Landing(PPO)
  • Grid World
    • Q-learning
  • Jack's Car Rental
  • Monte Carlo Method
    • Estimate PI

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some notes of my RL learning, some exercises

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