auto-sklearn is an automated machine learning toolkit and a drop-in replacement for a scikit-learn estimator: auto-sklearn frees a machine learning user from algorithm selection and hyperparameter tuning. It leverages recent advantages in Bayesian optimization, meta-learning and ensemble construction. Learn more about the technology behind auto-sklearn by reading our paper published at NeurIPS 2015 .