Millard was born in Basingstoke, Hampshire, on 7 November 1872.
After graduating, Millard taught at Ladycross Preparatory School, Bournemouth and then at his own school - a Catholic establishment in Woodford Wells, Essex, which he left during 1904 for reasons that remain obscure.