LIME is a tool to make machine learning models explainable. It is a blackbox algorithm that simply requires a function that will generate the output of the model for given input.
wine_and_lime.ipynb: application of LIME to a random forest classification model for a Kaggle dataset on the quality of white wine.data: directory containing the data.