Hugh Gelston Hardy was born on July 26, 1932, in Majorca, Spain to an American family. His family moved to Manhattan, New York in the 1940s. He went to Princeton University, where he earned a Bachelor of Architecture in 1954 and a Master of Fine Arts in Architecture in 1956.