Probability Calibration

Calibrating Classifier Probabilities

Daniel Nee's post on calibrating classifier output probabilities — the underappreciated problem that a model's predicted probability of 0.8 doesn't always mean there's an 80% chance of the positive class. Essential reading before using model outputs for decision-making.