Bussière studied at l'Académie des Beaux-Arts in Lyon before entering l'École des Beaux-Arts in Paris. He studied under Alexandre Cabanel then under Pierre Puvis de Chavannes . In 1884, he won the Marie Bashkirtseff Prize. In 1885, he displayed his works at the Salon. 