Neural Nets for NLP 2017 - A Simple Exercise - Predicting the Next Word in a Sentence

Neural Nets for NLP 2017 - A Simple Exercise - Predicting the Next Word in a Sentence

Graham Neubig via YouTube Direct link

Training Tricks

18 of 19

18 of 19

Training Tricks

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Neural Nets for NLP 2017 - A Simple Exercise - Predicting the Next Word in a Sentence

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  1. 1 Introduction
  2. 2 Evaluation
  3. 3 Language Models
  4. 4 Feature Eyes Models
  5. 5 Example
  6. 6 Converting Scores to Probabilities
  7. 7 Computation Graph
  8. 8 Lookup
  9. 9 Loss Function
  10. 10 Perimeter Update
  11. 11 Unknown Words
  12. 12 Vocabulary
  13. 13 Unfair Advantage
  14. 14 Problems of Previous Model
  15. 15 Neural Language Models
  16. 16 Code
  17. 17 InputOutput Embedding
  18. 18 Training Tricks
  19. 19 Learning Rate Decay

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