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Kernel Method - Why do we need kernel methods?


When it comes to classification and regression problems, kernel approaches, especially in Support Vector Machines (SVMs), are a powerful tool. Their robustness against noise and outliers and their capacity to handle complex data structures make them widely used in machine learning.