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This lecture covers algorithms for finding the shortest paths in graphs, including Dijkstra's algorithm, Bellman-Ford algorithm, and Floyd-Warshall algorithm. It also discusses cycles in graphs, acyclic graphs, and graph traversal techniques like BFS and DFS.