Trust Region & Proximal Policy Optimization

Trust Region & Proximal Policy Optimization

Pascal Poupart via YouTube Direct link

Illustration

13 of 13

13 of 13

Illustration

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Classroom Contents

Trust Region & Proximal Policy Optimization

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  1. 1 Gradient policy optimization
  2. 2 Recall Policy Gradient
  3. 3 Trust region method
  4. 4 Trust region for policies
  5. 5 Kullback-Leibler Divergence
  6. 6 Reformulation
  7. 7 Derivation (continued)
  8. 8 Trust Region Policy Optimization (TRPO) TRPOO Initialize sa to anything Loop forever (for each episode)
  9. 9 Constrained Optimization
  10. 10 Simpler Objective
  11. 11 Proximal Policy Optimization (PPO)
  12. 12 Empirical Results
  13. 13 Illustration

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