 Penrose was educated at Bedford Modern School, Bedford School, Winchester College and Magdalene College, Cambridge.He rowed for Cambridge in the Boat Race in the 1840, 1841 and 1842 races.Penrose studied architecture under Edward Blore from 1835 to 1838, and studied abroad under the Cambridge designation of "travelling bachelor" from 1842 to 1845.