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Neural Language Models
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Classroom Contents
Neural Nets for NLP 2017 - A Simple Exercise - Predicting the Next Word in a Sentence
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- 1 Introduction
- 2 Evaluation
- 3 Language Models
- 4 Feature Eyes Models
- 5 Example
- 6 Converting Scores to Probabilities
- 7 Computation Graph
- 8 Lookup
- 9 Loss Function
- 10 Perimeter Update
- 11 Unknown Words
- 12 Vocabulary
- 13 Unfair Advantage
- 14 Problems of Previous Model
- 15 Neural Language Models
- 16 Code
- 17 InputOutput Embedding
- 18 Training Tricks
- 19 Learning Rate Decay
