How do you overcome fear of defending yourself?

I don't like confrontation and I avoid it when at all possible, but the downside of it is people take you for being scary and think they can walk all over you. I don't like violence, but I want to seriously learn how to take up for myself when people treat me rudely. What is the best way to learn how to take up for myself and be okay with it?