Predictive models trained on large datasets with sophisticated machine learning (ML) algorithms are widely used throughout industry and academia. Models trained with differentially private ML algorithms provide users with a strong, mathematically rigorous guarantee that details about their personal data will not be revealed by the model or its predictions.