What other file picture formats should I learn?

[Victnders]

This is just a general question, because a long discussion is not practical. I seem to do everything in jpeg and have shyed away from the other file formats available for graphics. Which other ones should I give creedance to and why? Again since this is Answers and not Textbooks, you can be brief.