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This lecture covers the optimal unilateral and bilateral statistical tests for one-parameter exponential families. It discusses the Neyman-Pearson lemma, the likelihood ratio test, and the use of approximations in hypothesis testing. The instructor explains the concepts of power, quantiles, and covariance in the context of statistical testing for mathematicians.