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머신러닝스터디/2017/Reinforcement Learning/ (rev. 1.9)

머신러닝스터디/2017/Reinforcement Learning/

Reinforcement Learning

Lecture 4: Model Free Prediction


Lecture 5: Model Free Control

동영상 주소: https://www.youtube.com/watch?v=0g4j2k_Ggc4&t=2466s
  • on policy vs off policy
  • ε-Greedy
  • Policy Iteration
    • Iterate these two step
      1. Policy evaluation
      2. Policy Improvement
  • Sarsa
    • one step update policy TD?
    • on policy
    • Sarsa는 다음과 같은 조건에서 converge한다
      1. GLIE sequence of policies
      2. Robinson Monro sequence of step sizes
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