The difference between Floyd's and Dijkstra's algorithm lies in their approach to finding shortest paths. Dijkstra's algorithm solves the single-source shortest path problem, identifying the shortest path from one starting node to all other nodes. In contrast, Floyd's algorithm solves the all-pairs shortest path problem, finding the shortest path between every pair of nodes in a graph.