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Support Vector Machine

Towards Data Science

Abbreviated as SVM, support vector machine learning algorithm is commonly used for classification problems. It gives us a better way to understand a non-linear decision boundary.

Support Vector Machine (SVM)

Towards Data Science

Recently I got an opportunity to prepare a lecture on SVM for a group that had a mix of freshers and experienced people in data science. I prepared a lecture that involves basics and even an…

ML Basics (Part-2): Support Vector Machines

Towards Data Science

What are SVMs and How to Formulate, Build, and Apply SVMs for Supervised Learning Continue reading on Towards Data Science

1.4. Support Vector Machines

Scikit-learn User Guide

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 high ......

Support Vector Machines

Codecademy

Support Vector Machines (SVMs) are a supervised learning algorithm excelling at classification tasks. They work by finding the optimal hyperplane that maximizes the margin between different classes in...

Support Vector Machines

Analytics Vidhya

In machine learning, support vector machines are supervised learning models with associated learning algorithms that analyze data used for classification and regression analysis. Given a set of…

Support Vector Machines (SVM)

Towards Data Science

This article is about an introduction to SVMs, understanding the mathematical intuition, Regularization, implementing the concept in code, and then knowing the fields of its applications. Right then…

SUPPORT VECTOR MACHINES(SVM)

Towards Data Science

Support Vector Machine are perhaps one of the most popular and talked about machine learning algorithms.They were extremely popular around the time they were developed in the 1990s and continue to be…...

All About Support Vector Machine

Towards AI

This article will explore Support Vector Machine and try to answer the following question: * What is a Support Vector Machine? * What are the terminologies used in Support Vector Machine? * How does S...

Machine Learning Basics: Support Vector Regression

Towards Data Science

In the previous stories, I explained the Machine Learning program for building Linear and Polynomial Regression model in Python. In this article, we will go through the program for building a Support…...

Support Vector Machine with Scikit-Learn: A Friendly Introduction

Towards Data Science

Among the available Machine Learning models, there exists one whose versatility makes it a must-have tool for every data scientist toolbox : Support Vector Machine ( SVM ). SVM is a powerful and versa...

Support Vector Regression for Machine Learning

Analytics Vidhya

SVR(support vector regression) is actucally a part of SVM (support vector machine),Support Vector Machine is a supervised machine learning algorithm and it is useful in solving both classification…