One word: Chloroform.

But seriously, fix the social awkward part, girls like guys who they can stimulating conversations with. Learn to talk to women and they'll respond to you. Most guys think it's hard, but talking to a pretty girl is absolutely no different than talking to a guy, it's all in your head. If you realize that, you'll be fine. I recommend going into the deep end, go somewhere where there are lots of women, suck it up and go up to the hottest one there and strike up a conversation.