Parents, how should I go about doing this?

She won't accept it, especially as you're so young. Just say you're at your friend's house. Also, if you want to move out for college move out. And tell her in few years or months. Its what I would do, but I cant really judge it properly because I don't know your mom. I'm just telling you what I'd do, but you have to decide.