The Bellman-Ford Algorithm is a graph-based algorithm used to find the shortest paths from a single source vertex to all other vertices in a graph, even if the graph contains edges with negative weights. It is particularly useful for detecting negative weight cycles, where the total weight of a cycle is negative, as it can identify such cycles by checking for further path improvements after V-1 iterations.