Advanced NLP: Interpreting and Debugging NLP Models

Advanced NLP: Interpreting and Debugging NLP Models

Graham Neubig via YouTube Direct link

Optimization Problems

5 of 16

5 of 16

Optimization Problems

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Classroom Contents

Advanced NLP: Interpreting and Debugging NLP Models

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  1. 1 Introduction
  2. 2 Tools
  3. 3 Debugging
  4. 4 Training Time Problems
  5. 5 Optimization Problems
  6. 6 Mini Batch Loss Calculation
  7. 7 Structure Generation
  8. 8 Beam Size
  9. 9 Code Level
  10. 10 Early stopping
  11. 11 Understanding the outputs
  12. 12 Measuring accuracy
  13. 13 Interpretation of predictions
  14. 14 Saliency map
  15. 15 Gradient Norm
  16. 16 Attention

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