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This lecture introduces knowledge modeling as a subtype of the semantic web, focusing on explicitly stating and manipulating knowledge. It discusses the difference between extracting structured information in data mining and explicitly representing knowledge in knowledge modeling, emphasizing the importance of gaining knowledge and the historical perspective of the field.