The topology of Hilbert scheme of points plays a central role in various enumerative geometry questions. In this talk I will give a brief tour about how intersection theory of Hilbert schemes is determined by the classical game of Hironaka for resolution of singularities, and how the Hironaka game can be approach through machine learning. This is a joint project with Gergely Berczi and Mingcong Zeng.