Radford was born on 24 February 1946, in New Delhi, India, to a British father and an Austrian Jewish mother. He was educated at Bedford School before attending Worcester College, Oxford. After teaching for a few years, he went to the National Film and Television School, becoming a student there in its inaugural year.