What does it mean a weight lifted off my shoulder?

basically it means you feel much more relaxed and not stressed out or pressured, you feel like you have been relieved of any nervous or anxious feelings. That is the best way that I can put it.

Example: Since I have finished my homework, I feel as if a "weight has been lifted off of my shoulders".