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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. 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.

  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. 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 …

  5. 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 …

  6. 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 …

  7. Support Vector Machines (SVM): An Intuitive Explanation

    Jul 1, 2023 · Support Vector Machines (SVMs) are a type of supervised machine learning algorithm used for classification and regression tasks. They are widely used in various fields, …