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What are best practices for A/B Testing AI Models

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When working with A/B Testing AI Models, start with a clear goal, test on real data early, keep the approach as simple as possible at first, and follow established practices from the AI community rather than guessing.

Real-world example A company A B tests two versions of its AI recommendation model to see which one leads to more customer purchases.

Common follow-ups: What is AI Model Evaluation & Testing, How is A/B Testing AI Models evaluated in practice, What tools are commonly used for A/B Testing AI Models

AI Model Evaluation & Testing topics: Model Accuracy & Precision Metrics Confusion Matrix Analysis ROC & AUC Curves