This lecture covers the methods to solve linear differential equations, focusing on systems with initial conditions. The instructor explains how to reduce complex systems to simpler forms using matrix operations and find the inverse matrix P to solve the differential equations. Examples are provided to illustrate the application of the methods discussed.