The Floyd-Warshall Algorithm is a dynamic programming technique used to find the shortest paths between all pairs of vertices in a weighted graph, accommodating both positive and negative edge weights, but not negative cycles. It operates with a time complexity of O(n^3), making it suitable for dense graphs with a relatively small number of vertices.