Neural Nets for NLP - Debugging Neural Nets

Neural Nets for NLP - Debugging Neural Nets

Graham Neubig via YouTube Direct link

Problem

4 of 25

4 of 25

Problem

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Classroom Contents

Neural Nets for NLP - Debugging Neural Nets

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  1. 1 Introduction
  2. 2 Problems with Neural Networks
  3. 3 Key to Debugging
  4. 4 Problem
  5. 5 Possible Causes
  6. 6 Debugging Training Time
  7. 7 Model Size
  8. 8 Residual Connections Highway Networks
  9. 9 Optimization
  10. 10 Optimizers
  11. 11 Learning Rate
  12. 12 Initialization
  13. 13 Mini Batching
  14. 14 Sorting
  15. 15 Learning Rate Decay
  16. 16 Other Questions
  17. 17 Test Time Performance
  18. 18 Minibatch Bugs
  19. 19 Unit Testing
  20. 20 Beam Search
  21. 21 Output Generation
  22. 22 Quantitative Analysis
  23. 23 Compare Empty Toolkit
  24. 24 Battling Overfitting
  25. 25 Memory

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