Shortest path algorithms are computational methods used to find the minimum path or distance between nodes in a graph, which is crucial in various fields such as network routing, urban planning, and robotics. These algorithms, such as Dijkstra's and Bellman-Ford, differ in their approach and efficiency, making the choice of algorithm dependent on the graph's characteristics, like edge weights and presence of negative cycles.