Dudley studied under his famous uncle, Benjamin Dudley, at Transylvania Medical School; graduating in 1842 and joining the faculty. While at Transylvania, he held several positions including chair of the department of General and Pathological Anatomy. Dudley originated and was editor of the Transylvania Medical Journal. Additionally, Dudley was on faculty at the newly formed Kentucky School of Medical and the United States Marine Hospital of Louisville.