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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⢠Introduction to Support Vector Machines (SVM)
⢠Linear vs Nonlinear SVMs
⢠Maximal Margin Classifier
⢠Kernel Trick in SVMs
⢠Optimization Problem in SVMs
⢠Soft Margin and Slack Variables
⢠Multi-Class SVMs
⢠SVM Algorithms and Implementation
⢠Evaluation Metrics for SVMs
⢠Real-World Applications of SVMs
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