You will generally require a qualification to be an Art Director. Many are graduates of art, architecture, theatre, interior or 3D design courses. You could also undertake higher-level courses in film and/or theatre production design. After training, it will be vital for you to acquire on-the-job experience of how art departments work, studio practice, working on locations, etc.