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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⢠Introduction to Support Vector Machines (SVM)
⢠Linear SVM: Theory and Practice
⢠Non-linear SVM: Kernels and Transforms
⢠Multi-class SVM: From One-vs-One to One-vs-All
⢠Optimizing SVM: Regularization, Margin and Loss Functions
⢠Implementing SVM with Popular Libraries: Scikit-learn, LibSVM, and LIBLINEAR
⢠Real-world Applications of SVM in Industry
⢠Advanced SVM Techniques: Nu-SVM and Twin SVM
⢠Evaluation Metrics for SVM: Precision, Recall, F1 Score, and ROC Curve
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