Latent Variable Energy Based Models

Latent Variable Energy Based Models

Alfredo Canziani via YouTube Direct link

– Welcome to class

1 of 18

1 of 18

– Welcome to class

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Latent Variable Energy Based Models

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  1. 1 – Welcome to class
  2. 2 – Zero Temperature Limit ZTL free energy recap
  3. 3 – warmer Free energy
  4. 4 – Infinite Temperature Limit
  5. 5 – Free energy, example y = Y[23]
  6. 6 – Free energy, example y = Y[10]
  7. 7 – Free energy, example y = 0, 0
  8. 8 – Nomenclature and PyTorch
  9. 9 – Training!
  10. 10 – Loss functionals
  11. 11 – ZTL vs. varmer temperature training
  12. 12 – Conditional case
  13. 13 – Untrained model manifold
  14. 14 – Energy function Ex, y, z
  15. 15 – Trained model manifold
  16. 16 – Learning the Decoder
  17. 17 – Choosing the latent size
  18. 18 – And that was it

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