Deeply Uncertain: Comparing Methods of Uncertainty Quantification in Deep Learning Algorithms

João Caldeira, Brian Nord

We present a comparison of methods for uncertainty quantification (UQ) in deep learning algorithms in the context of a simple physical system. Three of the most common uncertainty…