Certificate in Support Vector Machines: Data Science Insights
-- ViewingNowThe Certificate in Support Vector Machines: Data Science Insights is a comprehensive course that focuses on one of the most powerful and flexible machine learning algorithms. This program emphasizes the importance of Support Vector Machines (SVMs) in data science and how they can be applied to solve complex real-world problems.
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โข Introduction to Support Vector Machines (SVM)
โข Linear Kernel and Non-linear Kernels in SVM
โข Maximal Margin Classifier in SVM
โข Soft-Margin Classifier in SVM
โข Solving SVM with Quadratic Programming
โข Kernel Trick and Mercer's Theorem
โข Multi-class Classification in SVM
โข SVM Implementation in Python's Scikit-learn Library
โข Tuning SVM Hyperparameters
โข Real-world Applications of SVM in Data Science
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