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Learn about the foundational Perceptron algorithm in this 18-minute lecture that explores one of the earliest and most influential machine learning models. Dive into the mathematical principles and core concepts behind this binary classification algorithm, which serves as a building block for modern neural networks and deep learning architectures. Access supplementary materials and detailed notes through the provided course webpage to reinforce understanding of this fundamental machine learning concept.