This lecture covers dynamic programming concepts such as the Bellman-Ford and Dijkstra algorithms for solving shortest path problems. It also discusses activity scheduling problems, greedy strategies, and the application of dynamic programming to optimize solutions. The instructor explains the principles behind these algorithms and their implementation, emphasizing the importance of choosing the right approach for different scenarios.