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This lecture covers the Runge-Kutta methods, focusing on the explicit scheme of order 4 (ERK4). It explains the stages involved in ERK4, the optimization of parameters, and the error analysis at the final time. The instructor discusses how to choose the parameters to ensure the method's accuracy and efficiency.