The Shortest Path First Algorithm, also known as Dijkstra's Algorithm, is a fundamental algorithm used in network routing and graph theory to determine the shortest path between nodes in a weighted graph. It efficiently finds the shortest path from a single source node to all other nodes, ensuring optimal routing decisions in various applications such as GPS navigation and network routing protocols.