Evaluating Predictive Uncertainty and Robustness to Distributional Shift Using Real World Data

Kumud Lakara, Akshat Bhandari, Pratinav Seth +1

Most machine learning models operate under the assumption that the training, testing and deployment data is independent and identically distributed (i.i.d.). This assumption doesn'…