Understanding Precision and Recall
Introduction When I first learned about precision and recall, I found them confusing — but later realized these metrics are actually very intuitive. They just need the right context to click. The best way to think about them is through the confusion matrix. Once you understand the confusion matrix, precision and recall become natural and easy to reason about. Confusion Matrix The figure below shows a confusion matrix for a binary classification task: ...