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This lecture covers the basics of machine learning, starting from unstructured data and progressing to structured data and knowledge. Topics include data segmentation, clustering, classification, and model building. Practical applications such as image classification, face similarity, and community detection are also discussed. The lecture delves into various machine learning algorithms and their applications in real-world scenarios, such as diagnostics in medicine, financial trading, and image manipulation.