Our Deep AUROC maximization method improves the baseline models by 4% for detecting Stroke on an internal data. Stroke is the 2nd leading cause for death globally, responsible for approximately 11% of total deaths. We collaborate with University of Iowa Hospitals & Clinics (UIHC) to build AI models for predicting Stroke based on CT perfusion data.