Models have a purpose, for example to precisely simulate or predict the behavior of a system. Among other qualities, interpretability (or comprehensibility or understandability) is often recalled, especially in contexts such as data mining / knowledge discovery from data.
What interpretability means?
Definitions of interpretable. adjective. capable of being understood. synonyms: explainable explicable. capable of being explicated or accounted for.
What is interpretability in deep learning?
Another one is: Interpretability is the degree to which a human can consistently predict the model's result 4. The higher the interpretability of a machine learning model, the easier it is for someone to comprehend why certain decisions or predictions have been made.