This lecture by the instructor covers the estimation of theoretical frequencies under the hypothesis of independence between two characteristics A and B. The lecture discusses the construction of contingency tables, chi-square tests, and the estimation of marginal laws. It also delves into the significance level, rejection of hypotheses, and the power of statistical tests. Examples are provided to illustrate the application of these concepts in real-world scenarios.