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This lecture introduces the course on machine learning, covering the structure of the class, the teaching assistants, the schedule for lectures and exercise sessions, the main reference book, and the importance of Python in machine learning. The instructor emphasizes the use of Python, the grading system, and the final exam. The lecture also highlights the significance of learning Python for data science and machine learning applications.