Posts

Prediction Calibration for Reliable Modeling with Deep Networks

The use of deep learning models in critical applications such as healthcare, autonomous driving and scientific discovery has made it imperative to characterize model reliability. Artificial intelligence (AI) techniques have the potential to support critical decision-making, for example from diagnosing diseases to prescribing treatments in healthcare. However, to prioritize patient safety, one must ensure such  … Continue reading Prediction Calibration for Reliable Modeling with Deep Networks