you start a business, you can say yourself as self-employed.and there are no law that forbidden one to start a business with his day time job together!
you are the owner, you can go there anytime that you want, of course not in the time that you should be working!
i think you are not part time of you do not earn money from it, only if you earn a salary in your shop will you claim yourself a part time employee in the business