Advanced shape restrictions, such as combinations of monotonicity and convexity / concavity using polyhedral cones| Alex Shtoff
Fitting shape-restricted functions with ease using PyTorch.| Alex Shtoff
We study various polynomial bases from the bias-variance perspective, and the derivative-control properties of the Bernstein basis. This concludes our series on polynomial regression.| Alex Shtoff
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.| Alex Shtoff