2019 ADSI Summer Workshop- Algorithmic Foundations of Learning and Control

2019 ADSI Summer Workshop- Algorithmic Foundations of Learning and Control

Paul G. Allen School via YouTube Direct link

Introduction

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1 of 22

Introduction

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2019 ADSI Summer Workshop- Algorithmic Foundations of Learning and Control

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  1. 1 Introduction
  2. 2 Balancing
  3. 3 Outline
  4. 4 Deep Exploration
  5. 5 Large Theory
  6. 6 Linear sanity checking
  7. 7 The problem
  8. 8 Stochastic policies
  9. 9 Algorithm template
  10. 10 greedy
  11. 11 Thompson sampling
  12. 12 Does it work
  13. 13 One algorithmic idea
  14. 14 Intuition
  15. 15 Theory
  16. 16 Shortest Path
  17. 17 episodic reinforcement learning
  18. 18 modelbased tabular learning
  19. 19 scalable approximations
  20. 20 value function approximations
  21. 21 the real challenge
  22. 22 deep questions

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