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This lecture covers the construction of confidence intervals for a normal distribution with unknown mean and variance. The instructor explains how to estimate the mean using sample data, choose a level of significance, and calculate the probability of finding data within a certain interval. The lecture emphasizes the importance of confidence intervals in statistical inference.