We demonstrate an important use-case for Bernstein basis regularization in model calibration. We briefly discuss the use-cases of a well-calibrated machine learned classification model, and develop a simple calibrator that improves upon the ones provided by Scikit-Learn using regularization of the Bernstein basis.
