Advanced NLP: Adversarial Methods for Text

Advanced NLP: Adversarial Methods for Text

Graham Neubig via YouTube Direct link

Introduction

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1 of 22

Introduction

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Classroom Contents

Advanced NLP: Adversarial Methods for Text

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  1. 1 Introduction
  2. 2 Adversarial Methods
  3. 3 generative adversarial networks
  4. 4 No generative models
  5. 5 Basic Paradigm
  6. 6 Training Method
  7. 7 Distribution Matching
  8. 8 Pseudocode
  9. 9 Why
  10. 10 Problems
  11. 11 Applications
  12. 12 Learning Methods
  13. 13 Discriminators
  14. 14 Comparing two outputs
  15. 15 Training a discriminator
  16. 16 Stabilization tricks
  17. 17 Discriminator over results
  18. 18 Adversarial Feature Learning
  19. 19 MultiTask Learning
  20. 20 Professor Forced
  21. 21 Unsupervised Style Transfer
  22. 22 Unsupervised Alignment

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