The Confusion Matrix: A Courtroom Drama Where Every Verdict Falls Into One of Four Boxes

Your model makes predictions. Some are right, some are wrong. But WHICH kind of wrong? The confusion matrix reveals the four possible outcomes of every prediction — and why "wrong" isn't just wrong. It's either "convicted an innocent person" or "let a guilty one walk free." Very different problems.