Joining new guilds is how you unlock other classes. You can (and should!) join all of them. Only the thaumaturge guild in Ul'dah will help you directly as a thaumaturge (Make sure to head back every 5 levels for the quest), but having a diverse array of classes available gives you more options when joining groups, and you can also take advantage of cross-class skills.