Grove Park is a neighborhood in northwest Atlanta, Georgia, inside the perimeter and bounded by: Center Hill on the west Dixie Hills, West Lake, and Hunter Hills on the south Bankhead on the east Almond Park, West Highlands, and Rockdale to the north.