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This lecture covers the Hadamard design, Plackett-Burman design, full factorial design, normal plot analysis, and block setup to mitigate batch effects. It explains the construction of Plackett-Burman designs, circular permutations, least squares fit, projectivity, VIF optimization, and variance function.