Week 7 – Practicum: Under- and over-complete autoencoders
Channel: Alfredo Canziani
Date: 05/05/2020

Course website: http://bit.ly/DLSP20-web
Playlist: http://bit.ly/pDL-YouTube
Speaker: Alfredo Canziani
Week 7: http://bit.ly/DLSP20-07

0:00:00 – Week 7 – Practicum

PRACTICUM: http://bit.ly/DLSP20-07-3
We discussed some applications of Autoencoders and talked about why we want to use them. Then we talked about different architectures of Autoencoders (under or over complete hidden layer), how to avoid overfitting issues and the loss functions we should use. Finally, we implemented a standard Autoencoder and a denoising Autoencoder.
0:00:55 – Application of Autoencoders
0:14:39 – Architecture and loss function in Autoencoders
0:41:31 – Notebook example for different types of Autoencoders