Can you change you really change your accent, or at least lessen it?

I have family in Colombia and I visit them between 1 to 3 months every other year, but I still have a heavy American accent. Is there a way to eliminate it or at least reduce it? Will regular cles with a native speaker work? Will practicing with a tape recorder over and over certain words work?