That circuit is wrong, the transistor is configured as an emitter follower with no gain so there'll be no oscillation. Here's a link to the correct version, with a better explanation:
http://users.silenceisdefeat.net/~lgtngstk/Sites/Circuits/Buzzer/Buzzer.html
It can be made louder by replacing...