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This lecture introduces the basics of linear algebra and its applications in various fields such as image processing, signal analysis, genetics, and more. The course covers theoretical foundations and practical algorithms for solving real-world problems, including singular value decomposition and linear recurrence relations. Weekly videos, quizzes, and exercises are provided to enhance understanding and application of the material.