The Floyd-Warshall algorithm computes all pairs of shortest paths in a weighted graph. It is an efficient algorithm that calculates the shortest path between every pair of vertices in \( O(n^3) \) time, where \( n \) is the number of vertices in the graph. This algorithm is useful for applications where you need to know the shortest paths between all pairs of nodes, such as network routing and transshipment problems.