Louisville is a city located in Jefferson County, Georgia. Louisville has a 2026 population of 2,223. It is also the county seat of Jefferson County. Louisville is currently declining at a rate of -3.18% annually and its population has decreased by -6.48% since the most recent census, which recorded a population of 2,377 in 2020.