Precision Recall Curve vs. ROC curve

While ROC (receiver operating characteristic) curve is ubiquitous in model reporting, Precision Recall Curve is less reported. However, the latter is especially useful when we have imbalanced data. Let’s review pertinent concepts. True Positive = TP = you predict positive and the actual label is positive False Positive = FP = you predict positive but …