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This lecture covers the concepts of memorylessness and stationary processes. It starts by demonstrating memorylessness in the exponential distribution, followed by the analysis of wide-sense stationary and ergodic processes. The lecture concludes with exercises on estimation using Maximum Likelihood Estimation (MLE) and random walks.