The Principle of Inclusion-Exclusion is a combinatorial method used to count the number of elements in the union of overlapping sets by systematically adding and subtracting the sizes of various intersections of those sets. It is especially useful for solving problems where direct counting is complicated by overcounting due to overlaps.