The Sweep Line Algorithm is a computational geometry technique used to solve various geometric problems by moving a conceptual line across the plane and maintaining a data structure that reflects the current state of the line's interaction with geometric entities. It efficiently handles problems like finding intersections in sets of line segments or computing the Voronoi diagram by reducing the problem's complexity through systematic, incremental updates as the line progresses.