Does acceleration due to gravity depend on the size of the ball?

No, each molecule in the ball is being pulled to Earth at the same speed, so why should it matter how many molecules are grouped together, they will all be falling at the same speed. Try it, drop two objects of different sizes, and unless there is a large difference in air resistance between the two, they will hit the ground at approx. the same time.