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VQ-VAEs - Neural Discrete Representation Learning - Paper + PyTorch Code Explained

VQ-VAEs - Neural Discrete Representation Learning - Paper + PyTorch Code Explained

Aleksa Gordić - The AI Epiphany via YouTube Direct link

Motivation behind discrete representations

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Motivation behind discrete representations

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VQ-VAEs - Neural Discrete Representation Learning - Paper + PyTorch Code Explained

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  1. 1 Intro
  2. 2 A tangent on autoencoders and VAEs
  3. 3 Motivation behind discrete representations
  4. 4 High-level explanation of VQ-VAE framework
  5. 5 Diving deeper
  6. 6 VQ-VAE loss
  7. 7 PyTorch implementation
  8. 8 KL term missing
  9. 9 Prior autoregressive models
  10. 10 Results
  11. 11 VQ-VAE two

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