Leeper graduated cum laude from Duke University with a bachelor’s degree in Biology. She earned her medical degree and a Master’s of Public Health degree from the University of Alabama at Birmingham. She completed a family medicine residency at the Ventura Family Medicine Residency in Ventura, California, where she served as a chief resident. Leeper also completed an obstetric fellowship at Natividad Medical Center in Salinas, California.