Grokking the AI System Design Interview
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Online Experiments and A/B Testing
Know the Vocabulary
This lesson uses the terms below many times. Read them once now, and come back here when a later section needs one.
- Offline evaluation: Testing a model on stored, past data before any user sees it.
- Online experiment: A test that shows a change to real users and measures what they do.
- A/B test: An online experiment that splits users at random into two groups. The control group keeps the current version. The treatment group gets the new version.
- Incumbent: The model that serves users today. A new model must beat it.
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