Uncertainty quantification for machine learning at Cooperative Institute for Research in the Atmosphere
This repository is a companion to the following journal paper:
Ebert-Uphoff, I., R. Lagerquist, K. Haynes, M. McGraw, and K. Musgrave, 2022: "Methods to evaluate uncertainty estimates provided by neural networks in environmental science applications." Artificial Intelligence for the Earth Systems, under review.
Colab notebook for quantile regression
Colab notebook for Monte Carlo dropout
Colab notebook for Continuous Rank Probability Score (CRPS) Loss
Colab notebook for regression tasks
Notes from Ryan to all: I will remove these Colab links once I'm sure that we don't need them anymore.