I find that just getting out of the house and talking with anyone helps alleviate this feeling for me. I don't even need the meaningful conversation. I set the bar low, and try to have a pleasant conversation with the Walmart greeter or eat lunch at a place where I'm a regular and can chit chat with employees and customers.

In terms of making friends, I have had a lot of luck meeting people through classes.