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  1. Support Vector Machine (SVM) Algorithm - GeeksforGeeks

    Aug 7, 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 that …

  2. 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 …

  3. 1.4. Support Vector Machines — scikit-learn 1.7.2 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.

  4. 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 …

  5. Support Vector Machine (SVM) in Machine Learning

    Support vector machines (SVMs) are powerful yet flexible supervised machine learning algorithm which is used for both classification and regression. But generally, they are used in …

  6. 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 …

  7. Support Vector Machine (SVM) - Analytics Vidhya

    Apr 21, 2025 · A Support Vector Machine (SVM) is a machine learning algorithm used for classification and regression. This finds the best line (or hyperplane) to separate data into …

  8. 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 …

  9. Support Vector Machine (SVM) Explained - Towards Data Science

    Feb 16, 2021 · Support Vector Machines (SVM) is a core algorithm used by data scientists. It can be applied for both regression and classification problems but is most commonly used for …

  10. Support Vector Machine (SVM) Algorithm - Great Learning

    Mar 18, 2025 · Support Vector Machine (SVM) is a supervised machine learning algorithm used for classification and regression tasks. It is widely applied in fields like image recognition, text …