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This lecture covers the concepts and algorithms for association rules mining, focusing on the Apriori algorithm and the FP-growth algorithm. It explains the process of finding frequent itemsets, building FP-trees, and extracting association rules. The lecture also discusses alternative measures of interest and strategies to improve mining efficiency for large datasets.