Difference between counseling and seeing a psychologist?

I used to see a counselor a few years ago for depression. I stopped going because it was not helping me very much, but she is the one who suggested the antidepressant I take to my doctor who then prescribed it for me to try. This May I'm going to see a psychologist again for depression. What's the major differences? Is it just prescribing medications and sessions? Thanks.