And you have mentioned an "approximate" solution for the sudoku, what do you mean by "approximate"? If you mean by this that only a few squares are out of place, then it is a wrong assumption, because neural networks are proven to be good image classifiers, as they are robust to translational invariance in this case, that is not what you need.