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  1. Support Vector Machine (SVM) Algorithm - GeeksforGeeks

    Nov 13, 2025 · Support Vector Machine (SVM) is a supervised machine learning algorithm used for classification and regression tasks. It tries to find the best boundary known as hyperplane …

  2. What Is Support Vector Machine? | IBM

    A support vector machine (SVM) is a supervised machine learning algorithm that classifies data by finding an optimal line or hyperplane that maximizes the distance between each class in an …

  3. Support vector machine - Wikipedia

    In machine learning, support vector machines (SVMs, also support vector networks[1]) are supervised max-margin models with associated learning algorithms that analyze data for …

  4. What is a support vector machine (SVM)? - TechTarget

    Nov 25, 2024 · A support vector machine (SVM) is a type of supervised learning algorithm used in machine learning to solve classification and regression tasks. SVMs are particularly good at …

  5. What Is a Support Vector Machine? - MATLAB & Simulink

    A support vector machine is a supervised machine learning algorithm often used for classification and regression problems in applications such as signal processing, natural language …

  6. 1.4. Support Vector Machines — scikit-learn 1.8.0 documentation

    A support vector machine constructs a hyper-plane or set of hyper-planes in a high or infinite dimensional space, which can be used for classification, regression or other tasks.

  7. What Are Support Vector Machine (SVM) Algorithms? - Coursera

    Mar 11, 2025 · An SVM algorithm, or a support vector machine, is a machine learning algorithm you can use to separate data into binary categories. When you plot data on a graph, an SVM …

  8. Support Vector Machine — Introduction to Machine Learning …

    Jun 5, 2018 · Support Vector Machine, abbreviated as SVM can be used for both regression and classification tasks. But, it is widely used in classification objectives. What is Support Vector …

  9. How Do Support Vector Machines Work: A Complete Guide to …

    Jun 18, 2025 · Support Vector Machines (SVMs) represent one of the most powerful and versatile machine learning algorithms available today. Despite being developed in the 1990s, SVMs …

  10. All You Need to Know About Support Vector Machines

    Sep 2, 2022 · A support vector machine is a computational classifier characterized by a separating hyperplane. Find out more about support vector machines and real-world examples …