Warshall's Algorithm is a graph theory algorithm used to compute the transitive closure of a directed graph, effectively determining the reachability of nodes. It efficiently modifies the adjacency matrix of the graph to reflect paths between all pairs of vertices, using a dynamic programming approach with a time complexity of O(n^3).