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This lecture covers the second part of the semester, focusing on classes in Python to model complex types like a Cylinder object. Topics include defining classes, storing data with fields, providing practical methods, and understanding the 'self' parameter. The instructor also demonstrates step-by-step the process of calculating the volume and surface area of a cylinder using functions and later with classes and methods.