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Confusion Matrix

In plain terms

A table summarizing a classifier's correct and wrong predictions.

Going deeper

A confusion matrix breaks predictions into true/false positives and negatives, revealing exactly where a model errs. It shows more than overall accuracy.

Under the hood

The basis for precision, recall, and F1; crucial when classes are imbalanced.

Examples

Classification evaluation, precision/recall, imbalanced data, model analysis.

Think of it like...

Like a report card detailing not just the grade but every type of mistake.

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