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.