How to start in a new career (HR or training)?

I work as a division manager of a non-government organization but would really like to explore a career in HR of training. Would I need to start all over again from an entry-level position? Would I need a degree in HR? Would it be odd for someone who already has a middle management role to apply for an entry-level position?