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"Introduction to natural language processing practice" deep learning foundation - attention mechanism, transformer deep analysis and learning material summary

2022-07-26 01:02:00 【shiter】

Outline of the article

  • 1. Attention mechanism attention
    • Attention is a scarce resource
    • Self attention
    • Long attention
  • 2. Transformer
    • The main structure of the model
    • transform Internal tensor data flow
    • attention
      • Steps of calculating self attention
      • Steps of calculating self attention 【 Matrix implementation 】
    • Location code (positional encoding)
    • Residual link , Standardization
    • decoder
    • Linear transformation and softmax
    • transformer Training process of
    • Loss function
  • 3. Development of pre training model
  • reference


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