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This lecture covers the Cauchy problem in ordinary differential equations, focusing on the forward and backward Euler methods for numerical solutions. It explains the concept of one-step methods and their application in approximating solutions. The instructor demonstrates the implementation of these methods using MATLAB's ode45 function and discusses the implicit and explicit nature of the methods.