Dijkstra's algorithm finds the shortest paths from a source node to all other nodes in a graph. It works by maintaining two sets - one for nodes whose shortest paths are determined, and one for remaining nodes. It iteratively selects the node with the smallest distance from the source, calculates the distances to its neighbors, and moves them to the determined set until all nodes are processed. Some applications include finding fastest routes in transportation networks like road maps or flight schedules.