I keep forgetting this one, hopefully this will help me remember and perhaps someone else attempting to do the same thing.

Using terminal services (remote desktop) to log into a remote machine.  You can use the key combination ctrl+alt+end to bring up the Windows Security dialog.  (similar to hitting ctrl+alt+del) on your local machine.  From here you can change your password: