Sweetwater State Park Sweetwater State Park located just a few miles from downtown Atlanta Georgia is a great place to spend a Saturday. With miles of hiking trails, you can you pick from easy to rather difficult. Enjoy walking on rocks, you can get you fill picking your way down the creek bed or amongst the flowing water.