Neural Nets for NLP 2017 - Reinforcement Learning

Neural Nets for NLP 2017 - Reinforcement Learning

Graham Neubig via YouTube Direct link

Intro

1 of 20

1 of 20

Intro

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Neural Nets for NLP 2017 - Reinforcement Learning

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  1. 1 Intro
  2. 2 What is reinforcement learning
  3. 3 Examples of reinforcement learning
  4. 4 Supervised Learning
  5. 5 Self Training
  6. 6 Policy Gradient
  7. 7 Credit assignment
  8. 8 Problem
  9. 9 Baseline
  10. 10 Calculating the baseline
  11. 11 Increasing batch size
  12. 12 Reinforcement Learning
  13. 13 Runthrough
  14. 14 Valuebased reinforcement learning
  15. 15 Estimating value functions
  16. 16 Exploration vs exploitation
  17. 17 Reinforcement learning examples
  18. 18 Dialogue
  19. 19 User simulators
  20. 20 Actions in spaces

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