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This lecture covers topics such as stochastic analysis, random fields, and applications in epidemic containment models. It discusses mathematical contract theory, principal-agent problems, optimal contracting, and the SEIR model for epidemic spread. The instructor presents a detailed analysis of the uncertainties in epidemiological models and the impact of interventions like lockdowns.