You should find some trails along river areas and check for the trees once you know what the leaves look like. Big and green, similar to a hickory.
It looks like you have some along the northern portion of the Chattahoochee River along the eastern bank, as well as the southwestern corner of the Oakland Cemetery in Atlanta.
The thread I started here should be helpful to you as well. Growing Pawpaws ( Asimina triloba )