The presentation summarizes algorithms topics including dynamic programming, greedy algorithms, and sorting. It covers dynamic programming approaches to matrix chain multiplication and polygon triangulation. It also discusses the recursive and memoized solutions to matrix chain multiplication, and compares their time complexities. Kruskal's minimum spanning tree algorithm is explained along with observations on its runtime with increasing edges or vertices. Quicksort is analyzed using least squares fitting to determine constants in its average time complexity formula.