For an actual music player with multiple tracks, everything I've come across involves Flash player, so you'll have to learn a little actionscript in order to do this as well as own either Flex Builder or Flash CS4/CS3, etc..
If you don't mind the user having to click on an individual song/effect in order for hear something, you can accomplish this easily with an <embed> tag, which should come with at least play/pause controls.