Certificate in Support Vector Machines: AI Fundamentals
-- ViewingNowThe Certificate in Support Vector Machines: AI Fundamentals is a comprehensive course that focuses on teaching the essentials of Support Vector Machines (SVM), a powerful supervised machine learning algorithm. This course highlights the importance of SVM in the field of artificial intelligence and how it can be used to solve complex problems that involve classification and regression analysis.
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โข Introduction to Support Vector Machines (SVM)
โข Linear vs Nonlinear SVMs
โข Maximal Margin Classifier
โข Kernel Trick in SVMs
โข Optimization Problem in SVMs
โข Soft Margin and Slack Variables
โข Multi-Class SVMs
โข SVM Algorithms and Implementation
โข Evaluation Metrics for SVMs
โข Real-World Applications of SVMs
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