Professional Certificate in Support Vector Machines: AI Mastery for Professionals
-- ViewingNowThe Professional Certificate in Support Vector Machines: AI Mastery for Professionals is a comprehensive course designed to provide learners with essential skills in support vector machines (SVM), a powerful supervised machine learning algorithm. This program covers the theory, implementation, and optimization of SVM, making it ideal for professionals seeking to enhance their AI and machine learning expertise.
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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 in SVM
โข Solving SVM using Quadratic Programming
โข Multi-class Classification with SVM
โข SVM Implementation in Python
โข Tuning SVM Parameters
โข Real-world Applications of SVM
โข Evaluation Metrics for SVM
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