Professional Certificate in Support Vector Machines: Future-Proof Your Career
-- ViewingNowThe Professional Certificate in Support Vector Machines: Future-Proof Your Career is a crucial course that focuses on teaching the Support Vector Machine (SVM) algorithm and its applications in machine learning. This program is essential for professionals looking to enhance their expertise and stay relevant in the ever-evolving field of data science.
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โข Introduction to Support Vector Machines (SVM)
โข Linear SVM: Theory and Practice
โข Non-linear SVM: Kernels and Transforms
โข Multi-class SVM: From One-vs-One to One-vs-All
โข Optimizing SVM: Regularization, Margin and Loss Functions
โข Implementing SVM with Popular Libraries: Scikit-learn, LibSVM, and LIBLINEAR
โข Real-world Applications of SVM in Industry
โข Advanced SVM Techniques: Nu-SVM and Twin SVM
โข Evaluation Metrics for SVM: Precision, Recall, F1 Score, and ROC Curve
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