Is it normal that my girlfriend likes to go drinking without me?

I wouldn't worry too much about it. She probably is just trying to catch some time with her lady friend's. But hey, you could alway's come out and ask her. If she ask's why you're asking, just be like, "No reason in particular. I'm just curious..."