I go to college in a small town and there are no boxing gyms and I want to start boxing.

I go to college in a pretty small town in South Georgia where there are no boxing gyms or classes. I want to start to box to relieve stress and to get exercise. Is there anything that I can do at home to start? Would purchasing a punching bag be a good idea for someone that has never boxed before?