
- Support Vector Machine (SVM) Algorithm - GeeksforGeeks- Oct 24, 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 … 
- 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. 
- 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 … 
- 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 … 
- Step-by-Step Guide to Support Vector Machines with Hands-On …- Apr 19, 2023 · As I mentioned earlier, Support Vector Machines, or SVMs, are a supervised machine learning algorithm used for classification tasks. SVMs work by finding an optimal … 
- SVM Machine Learning Tutorial – What is the Support Vector Machine ...- 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 … 
- 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 … 
- 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 … 
- 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, … 
- Implementing SVM from Scratch in Python - GeeksforGeeks- Aug 4, 2025 · Support Vector Machines (SVMs) is a supervised machine learning algorithms used for classification and regression tasks. They work by finding the optimal hyperplane that …