Masterclass Certificate in Support Vector Machines: Future-Ready Skills
-- ViewingNowThe Masterclass Certificate in Support Vector Machines (SVM) is a crucial course for professionals seeking to enhance their machine learning skills. SVM is a powerful algorithm for classification, regression, and outlier detection, widely used in industries such as finance, healthcare, and technology.
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โข Introduction to Support Vector Machines (SVM)
โข Understanding Linear and Non-Linear SVM
โข Maximal Margin Classifier and SVM Formulation
โข Kernel Trick: Transforming Data into Higher Dimensions
โข Types of Kernel Functions: Polynomial, Radial Basis Function (RBF) and Sigmoid
โข Solving SVM using Lagrange Multipliers
โข Soft Margin and Hard Margin SVM
โข Multi-Class SVM: One-vs-One and One-vs-All Approaches
โข Implementing SVM with Python and Scikit-Learn
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