Support Vector Machine Skill


A Support Vector Machine (SVM) is a powerful supervised machine learning algorithm used for classification and regression tasks. SVMs are particularly effective in scenarios where clear boundaries exist between different classes in the data.The primary objective of an SVM is to find a hyperplane in a high-dimensional space that best separates the data points of different classes. This hyperplane is chosen to maximize the margin, which is the distance between the hyperplane and the nearest data points from each class. The SVM aims to achieve both accurate classification and generalization to new, unseen data.SVMs are versatile and can handle linear and non-linear classification tasks through the use of different kernel functions, such as polynomial or radial basis function kernels. This allows them to capture complex relationships within the data.The effectiveness of SVMs lies in their ability to handle high-dimensional feature spaces, robustness to overfitting, and suitability for scenarios with a clear margin of separation between classes. SVMs find applications in various domains, including image recognition, text classification, and bioinformatics, making them a widely utilized algorithm in the field of machine learning.

Support Vector Machine Sub Skills


Loading Skills...

Support Vector Machine Experts

Support Vector Machine Members

shah nawaz

Machine Learning

test 7

Microsoft Certified Data Scientist | Data Analyst...

Ahsan Ur Rehman...

Machine Learning

Zain Rafique

Data Scientist at Dice Analytics

Solutions Room

Technical Consultant

Loading...

Support Vector Machine Insights


Blog Post pic

Inspiring Success Stories of Data Professional ft. Ahmad Raza and Aniqa Ijaz

by Dicecamp | 17 May 2024
Artificial Intelligence and Robotics Blockchain Business Analytics Cloud Computing Cyber Security Business/Data Analytics Data Science Data Visualization / Business Intelligence DevOps Dice Updates Digital Marketing eCommerce Machine Learning Startups Data warehouse Data Engineering: DWH and Big Data Computer Vision Artificial Neural Network Deep Learning Back-End Development Front-End Development DevOps Engineering Animations(2D,3D) Web Design 3D Modeling 3D Animation 3D Visual Effects (VFX) DWH

Greetings, Fellow Data Science...

Blog Post pic

Silicon Valley Insight: Building a Winning Startup ft. Faisal Mushtaq

by Dicecamp | 28 Mar 2024
Artificial Intelligence and Robotics Business Analytics Cloud Computing Cyber Security Business/Data Analytics Data Science DevOps Dice Updates Startups Data warehouse Data Engineering: DWH and Big Data Project/Product Management Animations(2D,3D)

Greetings, fellow enthusiasts of...

Blog Post pic

Navigating Data Careers in the Middle East ft. Shoaib Khan, Head of Data Science at Asiacell

by Dicecamp | 25 Jan 2024
Uncategorized Featured Artificial Intelligence and Robotics Blockchain Business Analytics Cloud Computing Cyber Security Data Science DevOps Dice Updates Digital Marketing eCommerce No-Code Data Science Np-Code Data Science Startups VR/AR Data warehouse Freelancing Case Studies - Public Training Program Case Studies - Corporate Training General Programming and Development Personal Development Project/Product Management Animations(2D,3D)

The latest episode of “Youth on the...

Support Vector Machine Events