Certificate in Support Vector Machines for AI Engineers
-- ViewingNowThe Certificate in Support Vector Machines for AI Engineers is a comprehensive course designed to provide learners with the essential skills required to excel in the field of Artificial Intelligence (AI). This course focuses on Support Vector Machines (SVM), a powerful supervised machine learning algorithm that is widely used in various industries to solve complex data analysis problems.
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ใณใผใน่ฉณ็ดฐ
โข Support Vector Machines (SVM) Overview
โข Linear vs. Nonlinear SVM
โข SVM Mathematical Foundations
โข Kernel Functions and Kernel Trick
โข Training and Optimizing SVM Models
โข Multi-class SVM Classification
โข SVM Implementation in Python (using libraries like Scikit-learn)
โข Real-world Applications of SVM
โข Evaluating SVM Performance (using metrics like accuracy, precision, recall, and F1-score)
โข Tuning SVM Hyperparameters
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