High Fidelity Neural Audio Compression - Paper & Code Explained

High Fidelity Neural Audio Compression - Paper & Code Explained

Aleksa Gordić - The AI Epiphany via YouTube Direct link

Code walk-through

6 of 14

6 of 14

Code walk-through

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High Fidelity Neural Audio Compression - Paper & Code Explained

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  1. 1 Intro
  2. 2 Paper walk-through: high level overview
  3. 3 Residual Vector Quantization
  4. 4 Reducing the BW using arithmetic coding and transformers
  5. 5 Loss formulations and results
  6. 6 Code walk-through
  7. 7 EnCodec architecture
  8. 8 Residual Vector Quantizer module
  9. 9 Loading the audio signal
  10. 10 Compression - a forward pass through the encoder
  11. 11 Quantization forward pass
  12. 12 Efficiently packing the bits
  13. 13 Using LM to further compress audio
  14. 14 Outro

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