The duration of specialized training in cancer varies depending on the level and type of program. For example, a fellowship in medical oncology typically lasts 2-3 years, while a residency program in radiation oncology may take up to 4-5 years. Continuing education and certification courses may be shorter, ranging from a few weeks to several months.