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classify data robustly, providing a clear and strong geometric margin. Overall, the SVM formulation, including the use of ∥w∥ and constraints, is designed to ensure the algorithm finds a hyperplane that not only separates the classes but does so in a way that maximizes the margin, thereby enhancing