I do all my own plumbing-as long as nothing needs to be soldered. Just pay attention to how the old one came off so you put the new one on the same way.
Give it a shot, if for some reason you can't do it, THEN call the plumber.

Just remember to turn the water off at the main before you start and you should be OK.