LIME -- Explaining Any Machine Learning Prediction

The main goal of the LIME package is to explain any black-box machine learning models. It is used for both classification and regression problems. Let's try to understand why we need to explain machine learning predictions. Consider you are working for a housing finance or bank client. You are tasked with building a machine learning model to predict loan defaults.