Definition
A confusion matrix tabulates predicted classes against reference classes, exposing which outcomes are confused.
Distinguish it from nearby terms
A scalar metric summarizes performance; the matrix preserves the underlying error counts by class.
Check your understanding
Derive accuracy, precision, recall, and false-positive rate from a binary matrix.