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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⢠Introduction to Support Vector Machines (SVM)
⢠Linear Algebra and Vector Calculus Review
⢠Maximal Margin Classifiers
⢠Kernel Trick and Non-linear SVMs
⢠Multi-class SVMs
⢠Implementing SVMs using LIBSVM
⢠Regularization and Parameter Selection
⢠Optimization Techniques for SVMs
⢠Real-world Applications of SVMs
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