2wUmL7MTTAKcmdA4gRxU9g==;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
-
Part 1: The Problem A/B Tests Solve (and Where They Fall Short)
-
Part 2: Multi-Armed Bandits — The Bridge
-
Part 3: Thompson Sampling — Full Development
-
Part 4: Contextual Thompson Sampling
-
Part 5: Netflix's Progression from A/B Tests to Bandits
-
Part 6: Practical Considerations
-
Part 7: The Mathematics of Why Thompson Sampling Beats A/B Testing
- Part 8: Interview Quick Reference