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This lecture introduces the concept of latent factor analysis for movie genre classification, using a matrix decomposition approach to represent movies in a two-dimensional space based on male versus female leads. By analyzing factor vectors, distinct genres such as movies with strong female leads, fraternity humor, and quirky independent films are identified.