Professional Certificate in Support Vector Machines for Strategic Advantage
-- ViewingNowThe Professional Certificate in Support Vector Machines for Strategic Advantage is a comprehensive course that equips learners with essential skills in machine learning and data analysis. This certification program focuses on Support Vector Machines (SVM), a powerful and flexible supervised learning method used for classification, regression, and outliers' detection.
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โข Introduction to Support Vector Machines (SVM)
โข Linear Kernel and Non-linear Kernel Methods
โข Maximal Margin Classifier and Hyperplane
โข Soft Margin and Slack Variables
โข Duality and Kernel Trick
โข Solving Quadratic Programming (QP) Problems
โข Multi-class SVM Classification
โข Implementing SVM with Libraries: LIBSVM, SVMLight
โข Real-world Applications of SVM in Business and Industry
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