Efficient Robot Skill Learning via Grounded Simulation Learning, Imitation Learning - Peter Stone

Efficient Robot Skill Learning via Grounded Simulation Learning, Imitation Learning - Peter Stone

Institute for Advanced Study via YouTube Direct link

Grounded Action Transformation

11 of 20

11 of 20

Grounded Action Transformation

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Efficient Robot Skill Learning via Grounded Simulation Learning, Imitation Learning - Peter Stone

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  1. 1 Intro
  2. 2 Research Question
  3. 3 Efficient Robot Skill Learning
  4. 4 RoboCup Soccer
  5. 5 RoboCup 1997-1998
  6. 6 RoboCup@Home
  7. 7 Reinforcement Learning for Physical Robots
  8. 8 Reinforcement Learning in Simulation
  9. 9 Grounded Simulation Learning
  10. 10 Simulator Grounding
  11. 11 Grounded Action Transformation
  12. 12 Supervised Implementation
  13. 13 GSL Summary
  14. 14 Importance Sampling Policy Evaluation
  15. 15 RL Importance Sampling Myths
  16. 16 Behavior Policy Search Problem
  17. 17 The Optimal Behavior Policy
  18. 18 Behavior Policy Gradient Theorem
  19. 19 Regression Importance Sampling
  20. 20 Robot Skill Learning: Real World to Sim and Back

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