Applying Active Learning in Drug Discovery - There's No Free Lunch, but You Can Get a Discount

Applying Active Learning in Drug Discovery - There's No Free Lunch, but You Can Get a Discount

Valence Labs via YouTube Direct link

- Free Energy Perturbation FEP: Transformation

4 of 14

4 of 14

- Free Energy Perturbation FEP: Transformation

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Applying Active Learning in Drug Discovery - There's No Free Lunch, but You Can Get a Discount

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  1. 1 - Intro
  2. 2 - Active Learning Example
  3. 3 - Prioritizing Molecules for Synthesis
  4. 4 - Free Energy Perturbation FEP: Transformation
  5. 5 - Active Learning Cycle
  6. 6 - Effect of Parameter Settings on Recall of Active Learning
  7. 7 - Virtual Screening as a Hit Identification Strategy
  8. 8 - Thompson Sampling - One Armed Bandits
  9. 9 - Large Libraries can be Decomposed Into Reagents
  10. 10 - Searching for Molecules: A Multi-Armed Bandit Problem
  11. 11 - Experiment
  12. 12 - Collaborative Work on SARS-Cov-2 Nsp3 Macrodomain
  13. 13 - ML has Impact Across the Drug Discovery Process
  14. 14 - Q+A

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