Titlebook: Machine Learning; A Practical Approach Rodrigo Fernandes de Mello,Moacir Antonelli Ponti Textbook 2018 Springer International Publishing AG

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A Brief Introduction on Kernels, the loss via margin maximization. This maximization led to a dual optimization problem resulting in a Lagrangian function which is quadratic and requires simple inequality constraints. The support vectors are responsible for defining the hyperplane, resulting in the support vector classifier . whic

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