Yes, I think you can do it. The first few months you increase your capacity quite rapidly. We started riding in our 50s and at the outset 2 miles was a full ride for my wife. Her face would be beet red at the end from the exertion (of course this was Florida in the summer so it was in the mid 90s). Within a couple months, she could do 30 miles without any problem.