I had to be very conscious of it and actually stop myself from saying it before it came out. You probably know the times when you are most likely to start apologizing, so pay attention then and think if you really need to apologize for something or if you just feel like you do.
Most of the time, I should think you really have nothing to be sorry for, so you shouldn't need to say it often.