Certificate in Support Vector Machines for a Career in AI
-- ViewingNowThe Certificate in Support Vector Machines for a Career in AI is a comprehensive course designed to empower learners with the essential skills required for a successful career in AI. This course focuses on Support Vector Machines (SVM), a powerful and popular supervised machine learning algorithm used for classification and regression analysis.
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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 Classifier and Slack Variables
โข Dual Formulation of SVM and Kernel Trick
โข Solving SVM using Quadratic Programming
โข Multi-class SVM: One-vs-One and One-vs-All Strategies
โข Regularization Techniques in SVM
โข Applications of SVM in AI and Machine Learning
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- BasicUnderstandingSubject
- ProficiencyEnglish
- ComputerInternetAccess
- BasicComputerSkills
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- ThreeFourHoursPerWeek
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