J0HaJG1aCUkzABnVeNCbLg==;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Part 1: The Problem A/B Tests Solve (and Where They Fall Short)
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Part 2: Multi-Armed Bandits — The Bridge
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Part 3: Thompson Sampling — Full Development
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Part 4: Contextual Thompson Sampling
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Part 5: Netflix's Progression from A/B Tests to Bandits
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Part 6: Practical Considerations
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Part 7: The Mathematics of Why Thompson Sampling Beats A/B Testing
- Part 8: Interview Quick Reference