Nelson County is a county located in the U.S. state of Kentucky. As of the 2010 census, the population was 43,437. Its county seat is Bardstown.Nelson County comprises the Bardstown, KY Micropolitan Statistical Area, which is also included in the Louisville/Jefferson County-Elizabethtown-Madison, KY-IN Combined Statistical Area.