The document describes the Depth First Search (DFS) algorithm, which traverses a graph using a stack to manage the next vertices to explore. It outlines the rules for visiting unvisited adjacent vertices and the process of backtracking when encountering dead ends. Additionally, the document provides a C implementation for the DFS algorithm, including necessary data structures and functions.