Imperial College London and the Machine Learning and Global Health Network will host a course from March 24–28, 2025, at AIMS in Cape Town. This one-week, hands-on course is designed for students and researchers working at the intersection of statistics and public health. Participants will learn how to integrate modern statistical techniques with the Stan probabilistic programming language to address a wide range of applications, including epidemiological, genomic, and spatial data.