Accuracy, Precision, Recall, F1: The Four Judges Who Disagree on What Makes a Good Wolf Detector

Your wolf detector is 99% accurate! But it missed every wolf and now the village is gone. Accuracy is a liar when classes are imbalanced. You need four different judges — each with their own philosophy on what "good" means. Here's when to trust each one.