This lecture covers graph algorithms focusing on traversal methods like breadth-first search (BFS) and depth-first search (DFS). It explains the concepts of spanning trees, shortest paths, and minimum spanning trees. The instructor discusses the importance of data structures for efficient traversal and explores the application of these algorithms in various scenarios.