Latent Variable Energy Based Models - Inference

Latent Variable Energy Based Models - Inference

Alfredo Canziani via YouTube Direct link

– Training samples: one to many mapping

4 of 14

4 of 14

– Training samples: one to many mapping

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Latent Variable Energy Based Models - Inference

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  1. 1 – Affine transformation in 2 and 3D by @LeiosLabs James Schloss
  2. 2 – Thanks for sending me a Wacom graphic tablet
  3. 3 – *Inference* for LV EBM we're given a model
  4. 4 – Training samples: one to many mapping
  5. 5 – Let's simplify stuff: the unconditional case
  6. 6 – Untrained model manifold generation
  7. 7 – The Energy Function, tadaaa 🎉
  8. 8 – Indexing energy function by picking individual training samples
  9. 9 – The 23rd energy U shaped
  10. 10 – The 10th energy ~ shaped
  11. 11 – The Free Energy definition and the 10th example
  12. 12 – The 23rd free energy
  13. 13 – Computing the free energy for the entire 𝒴 space
  14. 14 – That was it :

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