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This lecture by the instructor covers the Semantic Web, focusing on implicit vs. explicit knowledge modeling, database schemas, XML as a semi-structured data model, and the importance of ontologies in data representation. It also discusses the challenges of web scraping, the benefits and drawbacks of schema-less data, and the vision of W3C for the Semantic Web.