High Quality Content by WIKIPEDIA articles! Chastain Memorial Park, most commonly called Chastain Park, is the largest city park in Atlanta, Georgia. It is a 268-acre (1.08 km2) park located near the northern edge of the city. Included in the park are jogging paths, playgrounds, tennis courts, a golf course, swimming pool, private horse park, and amphitheater.