Lecture15 - Generating New Molecules - MLCB24
Автор: Manolis Kellis
Загружено: 2024-11-07
Просмотров: 1943
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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
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