Still, the fact that there are obvious heuristics makes that function easier to train and and makes it presumably not need an absurd number of weights.
After that, just adding up the material on both sides, without taking into account the position of the pieces at all, is a heuristic that will correctly predict the winning player on the vast majority of all possible board positions.