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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. 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 …

  3. 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 …

  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. 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 …

  7. 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 …

  8. Support Vector Machine (SVM) - Analytics Vidhya

    Apr 21, 2025 · SVM (Support Vector Machine) is a supervised algorithm, effective for both regression and classification, though it excels in classification tasks. Popular since the 1990s, …

  9. 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 …

  10. Support Vector Machines for Machine Learning

    Aug 15, 2020 · Support Vector Machines are perhaps one of the most popular and talked about machine learning algorithms. They were extremely popular around the time they were …

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