The Galton Board demonstrates how statistical regularities arise from deterministic (but chaotic) physical dynamics. Each ball hits a series of pegs, effectively bouncing left or right with equal probability. The trajectories of the individual balls depend very sensitively on initial conditions, thus appearing random. However, for a sufficiently large ensemble of balls, a statistical regularity emerges. Typically, the distribution of balls across the n + 1 bins approximates the binomial distribution B(n, 0.5), which, in turn, converges to a bell curve for large n.