Kernel Machine Learning Definition

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Kernel Machine Learning Definition

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In machine learning a kernel is usually used to refer to the kernel trick a method of using a linear classifier to solve a non linear problem It entails transforming linearly inseparable data like Fig 3 to linearly separable ones Fig 2 Mathematical definition K x y f x f y Here K is the kernel function x y are n Kernels or kernel functions are beautiful mathematical concepts that are used in machine learning and statistics with different forms If you re a beginner you might feel tempted to know the exact definition of kernels but you may get confused by multiple definitions of kernels that are explained across blogs websites on the internet

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