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Introduction
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Classroom Contents
Structured Quantization for Neural Network Language Model Compression
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- 1 Introduction
- 2 Neural network vs NLP
- 3 Language model
- 4 Memory
- 5 Neural Network
- 6 Word Embedding
- 7 Neural Network Size
- 8 General Approach
- 9 Pruning
- 10 Quantization based approaches
- 11 Fixed point quantization
- 12 Product quantization
- 13 Speed recognition performance
- 14 Binarization
- 15 Embedding Matrix
- 16 Full Precision Model
- 17 Two Methods
- 18 Results
- 19 Conclusion
- 20 Question
- 21 Sponsors
