Professional Certificate in Support Vector Machines: Results-Oriented AI

Name: Professional Certificate in Support Vector Machines: Results-Oriented AI
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The Professional Certificate in Support Vector Machines (SVM) is a results-oriented AI course, designed to provide learners with essential skills for career advancement. SVM is a powerful supervised machine learning algorithm with various applications in industries such as finance, healthcare, and technology.

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AboutThisCourse

This course focuses on the importance of SVM in solving complex real-world problems, including classification and regression analysis. Learners will gain hands-on experience in implementing SVM algorithms using popular programming languages such as Python and R. The course covers essential topics such as kernel functions, optimization techniques, and model evaluation. With the increasing demand for AI and machine learning professionals, this course is an excellent opportunity for learners to enhance their skillset and stand out in the job market. By completing this course, learners will be able to apply SVM algorithms to solve real-world problems, increasing their value to potential employers and advancing their careers in AI and machine learning.

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CourseDetails

• Introduction to Support Vector Machines (SVM)
• Understanding Linear and Nonlinear SVM
• SVM Kernel Functions: Polynomial and Radial Basis Function (RBF)
• Optimization Techniques in SVM: Quadratic Programming and Sequential Minimal Optimization (SMO)
• Implementing SVM in Python with LIBSVM and Scikit-learn
• Multi-class Classification with SVM
• Evaluation Metrics for SVM: Precision, Recall, F1-score, and ROC Curve
• Real-world Applications of SVM: Text Classification, Image Recognition, and Bioinformatics
• Advanced SVM Techniques: Kernel Methods, Ensemble Learning, and Deep Learning with SVM

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ProficiencyEnglish
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BasicComputerSkills
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FastTrack GBP £140

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ThreeFourHoursPerWeek
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StandardMode GBP £90

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TwoThreeHoursPerWeek
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PROFESSIONAL CERTIFICATE IN SUPPORT VECTOR MACHINES: RESULTS-ORIENTED AI

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London School of International Business (LSIB)

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05 May 2025

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