Scalable computation of prediction intervals for neural networks via matrix sketching

Alexander Fishkov, Maxim Panov

Accounting for the uncertainty in the predictions of modern neural networks is a challenging and important task in many domains. Existing algorithms for uncertainty estimation requ…