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This lecture covers the methods of Euler, retrograde Euler, progressive Euler, and Crank-Nicolson for approaching non-linear systems of ODEs. It discusses the stability of these methods, the conditions for stability, and the behavior of the progressive Euler scheme. The instructor explains how to solve non-linear systems and provides examples to illustrate the concepts.