Explain ROC curves and AUC. How does ROC-AUC differ from PR-AUC, and when would you prefer one over the other?

Sample answer preview

ROC curves and AUC provide threshold-independent ways to evaluate classifier performance. They summarize how well a model distinguishes between classes across all possible decision thresholds.