The Hungarian Algorithm is an efficient combinatorial optimization algorithm that solves the assignment problem in polynomial time by finding the optimal matching in a weighted bipartite graph. It guarantees finding the minimum cost perfect matching, making it highly useful in applications like job assignment and resource allocation.