Certificate in The Essentials of Support Vector Machines
-- ViewingNowThe 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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โข Introduction to Support Vector Machines (SVM)
โข Linear Kernel and Non-linear Kernel Functions
โข Maximal Margin Classifier and Hyperplane
โข Soft Margin Classification and Slack Variables
โข Dual Formulation and Kernel Trick
โข Solving SVM using Quadratic Programming
โข Multi-class SVM: One-vs-Rest and One-vs-One
โข Regularization and Kernel Parameter Tuning
โข Applications of SVM: Text Classification, Image Recognition, Bioinformatics
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