Aditya Challa

QuantProb: Generalizing Probabilities along with Predictions for a Pre-trained Classifier

Quantification of Uncertainty in predictions is a challenging problem. In the classification settings, although deep learning based models generalize well, class probabilities often lack reliability. Calibration errors are used to quantify uncertainty, and several methods exist to minimize calibrati…