mNhVgEaza+2QJexnaxUfdw==;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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