From LV-EBM to Target Prop to Autoencoder

From LV-EBM to Target Prop to Autoencoder

Alfredo Canziani via YouTube Direct link

– 2021 edition disclaimer

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1 of 19

– 2021 edition disclaimer

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From LV-EBM to Target Prop to Autoencoder

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  1. 1 – 2021 edition disclaimer
  2. 2 – Conditional and unconditional LV EBM
  3. 3 – Variables' name: x, y, z, h, ỹ
  4. 4 – LV EBM training recap, warm case
  5. 5 – LV EBM training recap, zero-temperature limit
  6. 6 – Today's plan: the missing step
  7. 7 – Target propagation
  8. 8 – From target prop to autoencoder
  9. 9 – Reconstruction costs
  10. 10 – Loss functional
  11. 11 – Under and over complete hidden layer
  12. 12  – Denoising autoencoder
  13. 13 – Contractive autoencoder
  14. 14 – Autoencoders recap
  15. 15 – From autoencoder to variational autoencoder
  16. 16 – Comparison between variational autoencoder and denoising autoencoder
  17. 17 – How a variational autoencoder actually works
  18. 18 – The bubble-of-bubble variational autoencoder interpretation
  19. 19 – And that was it :

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