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What are best practices for ROC & AUC Curves

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When working with ROC & AUC Curves, 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 team compares two fraud detection models using their AUC scores to decide which one better distinguishes fraud from normal transactions.

Common follow-ups: What is AI Model Evaluation & Testing, How is ROC & AUC Curves evaluated in practice, What tools are commonly used for ROC & AUC Curves

AI Model Evaluation & Testing topics: Model Accuracy & Precision Metrics Confusion Matrix Analysis ROC & AUC Curves
All 7 ROC & AUC Curves questions