Generating New Molecules Using Machine Learning and AI - Lecture 15

Generating New Molecules Using Machine Learning and AI - Lecture 15

Manolis Kellis via YouTube Direct link

Evidence lower bound

6 of 12

6 of 12

Evidence lower bound

Class Central Classrooms beta

YouTube videos curated by Class Central.

Classroom Contents

Generating New Molecules Using Machine Learning and AI - Lecture 15

Automatically move to the next video in the Classroom when playback concludes

  1. 1 Basic autoencoders
  2. 2 Variational autoencoders VAEs
  3. 3 VAEs from a probabilistic perspective
  4. 4 Information, entropy, and the KL divergence
  5. 5 Rewriting Bayes’ Law
  6. 6 Evidence lower bound
  7. 7 The opposing forces on a VAE
  8. 8 Issues with computing in a variational model
  9. 9 Structure of the latent space and b-VAEs
  10. 10 Generative Adversarial Networks GANs
  11. 11 A Junction tree VAE for small molecules
  12. 12 Using AI to identify candidate antibiotics

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.