He was a son of John Parke the oboist, was intended for the bar, and studied under a special pleader; but a speech impediment led him to abandon the law.
Between 1820 and 1824 Parke visited Italy, Sicily, Genoa, Greece, and Egypt, ascending the Nile in 1824 with a fellow-student, John Joseph Scoles.