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This lecture covers the review of linear discrete-time systems, Lyapunov theory, equilibria of LTI systems, stability analysis, Lyapunov stability theory, stability properties, stability test through eigenvalues, and Lyapunov theorems. The instructor discusses the concepts of equilibrium states, stability, asymptotic stability, instability, and exponential stability, emphasizing the importance of eigenvalues in determining system stability.