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