Lecture15 - Generating New Molecules - MLCB24

Playlist: https://tinyurl.com/MLCBlectures Notes: https://tinyurl.com/MLCB24notes Lecture 15 Slides: https://www.dropbox.com/scl/fi/yyjgm1... Lecture 15 Chapter: https://www.dropbox.com/scl/fi/14ubsl... 00:00 Basic autoencoders 08:00 Variational autoencoders (VAEs) 15:50 VAEs from a probabilistic perspective 22:10 Information, entropy, and the KL divergence 28:50 Rewriting Bayes’ Law 35:00 Evidence lower bound 39:50 The opposing forces on a VAE 41:15 Issues with computing in a variational model 46:30 Structure of the latent space and b-VAEs 50:50 Generative Adversarial Networks (GANs) 54:20 A Junction tree VAE for small molecules 1:02:30 Using AI to identify candidate antibiotics