MLBox is an AutoML library that provides distributed data preprocessing and cleaning, robust feature selection and leak detection, hyperparameter optimization in high-dimensional spaces, and state-of-the-art predictive models for classification and regression including deep learning, stacking ensembles, LightGBM, and XGBoost. It also supports model interpretation for predictions.