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F1 Score

In plain terms

The harmonic mean of precision and recall.

Going deeper

The F1 score combines precision and recall into one number, useful when you need a balance and classes are imbalanced. It rewards models good at both.

Under the hood

Harmonic mean punishes imbalance between the two; preferred over accuracy on skewed data.

Examples

Imbalanced classification, model comparison, evaluation, NLP tasks.

Think of it like...

Like a combined grade that only stays high if you do well on both halves of the test.

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