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  1. 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 …

  2. Support Vector Machine (SVM) Algorithm - GeeksforGeeks

    May 28, 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 …

  3. 1.4. Support Vector Machines — scikit-learn 1.7.0 documentation

    Support vector machines (SVMs) are a set of supervised learning methods used for classification, regression and outliers detection. The advantages of support vector machines are: Effective in …

  4. What Is Support Vector Machine? | IBM

    Dec 27, 2023 · SVMs were developed in the 1990s by Vladimir N. Vapnik and his colleagues, and they published this work in a paper titled "Support Vector Method for Function Approximation, …

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

    Nov 25, 2024 · What is a support vector machine (SVM)? A support vector machine (SVM) is a type of supervised learning algorithm used in machine learning to solve classification and …

  6. | Introduction to Support Vector Machines (SVMs) | Machine ...

    Jan 25, 2025 · Support Vector Machines (SVM) is a supervised machine learning algorithm introduced by Vladimir N. Vapnik and his colleagues in the 1990s. It excels in classification …

  7. SVM Machine Learning Tutorial – What is the Support Vector ...

    Jul 1, 2020 · Support vector machines are a set of supervised learning methods used for classification, regression, and outliers detection. All of these are common tasks in machine …

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

    Jun 3, 2025 · SVM algorithms, or support vector machine algorithms, are tools for artificial intelligence and machine learning to classify data points and determine the best way to …

  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) 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 …

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