I have only played the base game so far. And I've only played it solo. I picked up the first expansion because I've heard it's a "must have," but I haven't tried it out yet. The second expansion looks good also, but the base game is fun enough that I don't think you would need to get the expansions right away. There's plenty to explore in the base game to start.
