Invited lecture at 2019 Harvard Catalyst Course "Understanding Biomarker Science: From Molecules to Images." Instructing students and researchers about novel AI and machine learning methods for rapid point-of-care diagnostics to help physicians and patients. Free to attend for students of Harvard affiliated schools and institutes.