Thompson Sampling
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Working with Large Virtual Chemical Libraries: Part 3 - Thompson Sampling for Classification
Exhaustively screening billion-compound virtual libraries would take decades, so we need smarter ways to hunt for molecules. I look at how we can adapt Thompson Sampling, a classic reinforcement learning technique, using the Beta distribution to efficiently find active compounds without breaking our computers.