LIME is Local Interpretable Model-agnostic Explainer and is used to explain black-box models. It does this by approximating the model's outputs with simple, transparent, and understandable (interpretable) models in the vicinity of the outputs (local). A complex non-linear model, for instance, can be approximated by simple linear models for each of the complex model's outputs. This is an application of the LIME approach.