Definition
Interpretability is the degree to which a human can understand a model's internal representations, mechanisms, or decision process.
Distinguish it from nearby terms
Explainability usually concerns a reason or account for a particular output; interpretability can target the model's underlying mechanisms.
Check your understanding
Specify whose understanding is required, at what level, and how correctness of the interpretation will be tested.