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This lecture covers topics such as likelihood ratio statistic, confidence intervals, and hypothesis testing, focusing on the concepts of unbiasedness and independence. The instructor explains the calculations for chi-square distribution quantiles and provides examples of statistical analysis using different probability distributions.