Would a woman ever ask a guy out?

I hate it, I am way too shy and I don't seem to be able to approach a woman. I am 17 and I've never even been on a date with anyone. I wanna get a gf so badly but I am just so nervous to ask. I don't have an experience with girls at all. Would a girl ever ask me out?