Global Certificate in Support Vector Machines: Foundations
-- ViewingNowThe Global Certificate in Support Vector Machines (SVM): Foundations is a comprehensive course that provides learners with essential skills in machine learning. This course focuses on SVM, a powerful and flexible supervised learning method used for both classification and regression analysis.
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โข Introduction to Support Vector Machines (SVM)
โข Linear Algebra Review: Vectors, Matrices, and Operations
โข Maximal Margin Classifiers and Hyperplanes
โข Kernel Trick and Non-linear SVMs
โข Optimization Techniques for SVMs
โข Soft Margin Classification and Slack Variables
โข Multi-class Classification with SVMs
โข Evaluation Metrics for SVMs
โข Implementing SVMs using Python and Scikit-learn
โข Real-world Applications of SVMs
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