The Floyd-Warshall algorithm finds the shortest paths between all pairs of vertices in a weighted graph. It works by iteratively updating the shortest path between each pair based on paths that pass through intermediate vertices. The example shows applying the algorithm to a sample graph by calculating 4 distance matrices, with the final matrix representing the shortest paths between all vertex pairs.