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. Hartsfield–Jackson Atlanta International Airport is partially located in the city's boundaries, and the Georgia International Convention Center, owned and operated by the City of College Park, is within the city limits.