College Park is a city in Fulton and Clayton counties, Georgia, United States, adjacent to the southern boundary of the city of Atlanta. As of the 2020 census, the population was 13,930. Georgia International Convention Center and part of Hartsfield–Jackson Atlanta International Airport are located in the city. The College Park Historic District is Georgia's fourth-largest urban historical district listed on the National Register of Historic Places.