ASSET Seminar: Robust and Equitable Uncertainty Estimation (Aaron Roth, University of Pennsylvania)
Levine 307 3330 Walnut Street, Philadelphia, PA, United StatesPresentation Abstract: Machine learning provides us with an amazing set of tools to make predictions, but how much should we trust particular predictions? To answer this, we need a way of estimating the confidence we should have in particular predictions of black-box models. Standard tools for doing this give guarantees that are averages over predictions. […]