Ph.D. Dissertation 2020Machine learning (ML) in healthcare has enabled the automatic detection of diseases from medical images or sensors with high accuracy, often outperforming domain experts. Unfortunately, there is a large variance between how such diagnostic aids perform in research settings and in the real-world.Ph.D. Dissertation, UC San Diego. Advised by Nadir Weibel and Gert Cauwenberghs.