Certificate in Support Vector Machines: Foundations of AI
-- ViewingNowThe Certificate in Support Vector Machines: Foundations of AI is a comprehensive course that focuses on the theory and practical application of Support Vector Machines (SVM) in Artificial Intelligence (AI). This course is vital for professionals seeking to expand their knowledge and skills in AI and machine learning algorithms.
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โข Introduction to Support Vector Machines (SVM)
โข Linear Algebra and Vector Calculus Review
โข Maximal Margin Classifiers
โข Kernel Trick and Non-linear SVMs
โข Multi-class SVMs
โข Implementing SVMs using LIBSVM
โข Regularization and Parameter Selection
โข Optimization Techniques for SVMs
โข Real-world Applications of SVMs
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