Certificate in Support Vector Machines and AI
-- ViewingNowThe Certificate in Support Vector Machines and AI is a comprehensive course designed to provide learners with essential skills in machine learning and artificial intelligence. This program focuses on Support Vector Machines (SVM), a powerful and flexible supervised learning method used for classification and regression analysis.
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โข Introduction to Support Vector Machines (SVM)
โข Linear SVM: Theory and Algorithms
โข Non-linear SVM: Kernel Trick and Kernel Functions
โข Multi-class SVM: One-vs-One and One-vs-All Strategies
โข SVM Optimization Techniques: Gradient Descent and Quadratic Programming
โข Regularization in SVM: L1 and L2 Regularization
โข Evaluation Metrics for SVM: Accuracy, Precision, Recall, and F1 Score
โข Real-World Applications of SVM in AI
โข Implementing SVM in Python with Scikit-learn
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