Edward Burke was born near Minneapolis, Minnesota. Shortly after his birth, the Burke family moved to Dakota Territory. Burke later attended the University of North Dakota and then after two years transferred to the University of Minnesota, where he received his law degree. He was admitted to the North Dakota Bar and started a practice in Valley City.
