AI Blog

AI Blog

by Michele Laurelli

AUC-ROC

Metric
Definition

Area under ROC curve, measuring binary classifier quality across all thresholds.

ROC plots true positive rate vs false positive rate. AUC = 1 is perfect, 0.5 is random. Threshold-independent metric.

Examples

1

Binary classification evaluation

2

Model comparison

3

Imbalanced classes

Michele Laurelli - AI Research & Engineering