07 · Measuring Models
F1
F1 Score
An accuracy metric balancing precision (of what you flagged, how much was right?) and recall (of what you should have flagged, how much did you catch?). Common in classification.
Concrete example
For a spam filter, F1 captures both “didn't wrongly flag good mail” and “didn't miss real spam” in one number.