Definition
A feature is a measurable input attribute or derived representation supplied to a machine-learning model.
Distinguish it from nearby terms
A raw field is collected data; a feature is the representation actually used by the model, which may be transformed or learned.
Check your understanding
Ask how the feature is computed, when it is available, and whether it leaks the target.