Transformers Explained - Part 1: Generative Music AI

Transformers Explained - Part 1: Generative Music AI

Valerio Velardo - The Sound of AI via YouTube Direct link

Query, key, value matrices

9 of 25

9 of 25

Query, key, value matrices

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Classroom Contents

Transformers Explained - Part 1: Generative Music AI

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  1. 1 Intro
  2. 2 Context
  3. 3 The intuition
  4. 4 Encoder
  5. 5 Encoder block
  6. 6 Self-attention
  7. 7 Matrices
  8. 8 Input matrix
  9. 9 Query, key, value matrices
  10. 10 Self-attention formula
  11. 11 Self-attention: Step 1
  12. 12 Self-attention: Step 2
  13. 13 Self-attention: Step 3
  14. 14 Self-attention: Step 4
  15. 15 Self-attention: Visual recap
  16. 16 Multi-head attention
  17. 17 The propblem of sequence order
  18. 18 Positional encoding
  19. 19 How to compute positional encoding
  20. 20 Feedforward layer
  21. 21 Add & norm layer
  22. 22 Deeper meaning of encoder components
  23. 23 Encoder step-by-step
  24. 24 Key takeaways
  25. 25 What next?

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