It has three main uses:
1. To denote a violent reaction of some sort, e.g. setting off a bomb, setting off a chemical reaction, setting someone off (making someone angry).
2. To show something as different, e.g. "His scar made set him off (or apart) from the rest of the group."
3. To say a journey has begun, e.g. "We've set off to Italy."