What is Support Vector Machine? | SVM Algorithm in Machine Learning | ML Tutorial For Beginners

In this video, we explain the Support Vector Machine (SVM) algorithm in Machine Learning. You’ll learn what SVM is, how it works, the concept of hyperplanes, support vectors, and margins, and how SVM is used to separate data into different classes with maximum accuracy. We’ll also discuss linear vs non-linear SVM, kernel tricks (RBF, polynomial, sigmoid), and how SVM performs in ML projects. By the end of this machine learning tutorial, you’ll know how to implement SVM in Python using scikit-learn and how it compares with other ml classifiers like Decision Trees and Logistic Regression. 👉 Following are the topics we covered in this Support Vector Machine in Machine Learning video: 00:00:00 Introduction 00:00:55 What is Support Vector Machine 00:03:42 Example 00:05:59 Hard margin classification 00:07:46 Soft margin classification 00:09:37 Regularization 00:10:30 IRIS data set 00:11:13 IRIS data set SVM 00:12:25 Non linear SVM 00:13:59 Polynomial Kernel 00:15:43 Kernel SVM 00:19:31 Use cases 00:22:01 SVM Project #SupportVectorMachine #MachineLearningAlgorithm #SupportVectorMachineTutorial #MachineLearningTutorial #Malgorithms #SvmAlgorithm #Mindmajix 🔥 Join hands-on Machine Learning with Python Certiifcation Course: https://mindmajix.com/machine-learning-with-python-training?utm_source=youtube&utm_medium=video&utm_campaign=promotion ✅ About MindMajix's Machine Learning with Python Training; Mindmajix Machine Learning with Python training equips you with all the skills required to become an expert in this domain. The course dives you through the fundamental concepts of Machine Learning using Python and provides a detailed overview of Supervised and Unsupervised Learning with real-world examples. You’ll explore various machine learning algorithms including clustering, regression, and classification, and also python packages such as Numpy, Scikit, Matplotlib, etc.through real-life projects and use cases. 🔑 Key Features 👉 Learn from Industry Experts. 👉 Gain Job-ready Skills. 👉 24/7 Support. 👉 Dedicated Learning Mentors. 👉 Guaranteed Job Interviews. 👉 Real-life Projects. 👉 Get Certified. 📌 Subscribe to our channel to get video updates. Click on the link to subscribe: https://www.youtube.com/channel/UCkKemMaRnFPlNLHZ0zOYfpA