Certificate in The Essentials of Support Vector Machines
-- viewing nowThe Certificate in The Essentials of Support Vector Machines is a comprehensive course that provides learners with fundamental skills in Support Vector Machines (SVM), a popular supervised machine learning algorithm. This course is essential for those looking to advance their careers in data science, machine learning, and artificial intelligence.
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Course Details
• Introduction to Support Vector Machines (SVM)
• Linear Kernel and Non-linear Kernel Functions
• Maximal Margin Classifier and Hyperplane
• Soft Margin Classification and Slack Variables
• Dual Formulation and Kernel Trick
• Solving SVM using Quadratic Programming
• Multi-class SVM: One-vs-Rest and One-vs-One
• Regularization and Kernel Parameter Tuning
• Applications of SVM: Text Classification, Image Recognition, Bioinformatics
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