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This lecture covers a review of probability concepts, including events, outcomes, and probabilities. It introduces random variables, probability distributions, and joint distributions. The lecture discusses the independence of random variables and the conditional distribution given another variable. It also explores entropy, information theory, and the entropy bounds for discrete random variables.