Shepherd was most famous for his paintings of steam locomotives (he owned a number of them) and wildlife, although he also often painted aircraft, portraits (notably The Queen Mother) and landscapes. His work has been extremely popular since the 1960s in limited edition print reproduction and poster form, as well as other media such as Wedgwood limited edition plates. He published five books about his art, including an autobiography.