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This lecture covers elementary probability theory, including set theory operations, Laplacian probability, conditional probability, and stochastic independence. It explains concepts such as union, intersection, complement, and subset, and provides rules for probability calculations. The instructor uses examples like roulette and dice rolls to illustrate these concepts.