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This item represents a tool for schooling the C formulation of the assist vector machine to unravel binary classification challenges. It truly is optimized for the case the place linear kernels are utilised and it is executed using the tactic explained in the next paper: A Dual Coordinate Descent Method for Large-scale Linear SVM by Cho-Jui Hsieh,