Support Vector Machine (SVM) Explained in 10 Minutes | Classification & Regression with Examples

Welcome to Kapil Joshi Tutorials! In this video, we explain Support Vector Machines (SVM) in a clear and intuitive way using real-world examples. This tutorial covers both classification and regression and is suitable for beginners, students, and researchers. 🔍 Topics covered in this video: • What is Support Vector Machine (SVM)? • Supervised learning concept • SVM for Classification • SVM for Regression (SVR) • Hyperplane and Margin explained • Support Vectors intuition • Why SVM is powerful • Kernel Trick (Linear, Polynomial, RBF) • Real-world applications of SVM 📌 This video is useful for: • Machine Learning beginners • B.Tech / M.Tech / PhD students • Data Science learners • Exam preparation and interviews ⏱️ Explained in a YouTube-friendly 10-minute format with easy examples. 👉 Don’t forget to Like, Share, and Subscribe for more Machine Learning tutorials! Faculty of Computer Science & Engineering (CSE) ……………………………………………………………………………………………… #SupportVectorMachine #SVM #MachineLearning #SVMClassification #SVMRegression #KernelTrick #SupervisedLearning #DataScience #MLTutorial #MachineLearningBasics #AI #ComputerScience #DeepLearning #MLForBeginners #EngineeringStudents …………………………………………………………………………………… This channel is providing the complete lecture series of following Subjects/Programming Languages. First Year: - DOS Command: https://youtube.com/playlist?list=PLbWkMgLvWbDFd38JIAfIrTvcW3ApMsVIQ MS-Office Techniques: https://www.youtube.com/playlist?list=PLbWkMgLvWbDFzpqHPWjIqc8xzcUAssGcu Computer Application in Pharmacy: https://www.youtube.com/playlist?list=PLbWkMgLvWbDF4EoDBmHuHKk29JSdyf1Fn Tips & tricks: https://www.youtube.com/playlist?list=PLbWkMgLvWbDHFCDV9nFqA9BcmnBeTtD-7 Basic HTML in hindi: https://www.youtube.com/playlist?list=PLbWkMgLvWbDGkWG7CnzahIujhpVquc9ZL C Programming: https://www.youtube.com/playlist?list=PLbWkMgLvWbDENW_A5HOxvUdy4X8EaUW6P Second Year:- Operating System Tutorials in Hindi: https://youtube.com/playlist?list=PLbWkMgLvWbDG3JIAQBzKIlqd8Vdpwb-rP Big Data: https://www.youtube.com/playlist?list=PLbWkMgLvWbDGo9olKOHgp-5JkbyuCUPAI Java Script Programming: https://www.youtube.com/playlist?list=PLbWkMgLvWbDGRVtVTwXHWbn0NErNSS3p6 Cascading Style Sheet: https://www.youtube.com/playlist?list=PLbWkMgLvWbDEnfVaA_mi9OEn1Y__Q_ddK Third Year: - Distributed System Tutorial In Hindi: https://www.youtube.com/playlist?list=PLbWkMgLvWbDGhmylL_1UJ-Jgz5xcElR_X Principles of Programming Languages: https://www.youtube.com/playlist?list=PLbWkMgLvWbDF3bErg6Ejo8d1QtTSqtWwN Machine Learning-3 https://www.youtube.com/watch?v=1qw09l02mlM&list=PLbWkMgLvWbDGAHxMFZZH24EyKl_PY2L0_ Fourth Year: - Research Methodology: https://youtube.com/playlist?list=PLbWkMgLvWbDFCGflEmzmdz5SBkgWpq_Nf Data Warehouse & Data mining: https://www.youtube.com/playlist?list=PLbWkMgLvWbDG4V5BtjBNECs8K31IbHS_N Google Cloud Platform: https://www.youtube.com/playlist?list=PLbWkMgLvWbDEWXKozLbrY0Mck4-qpwKSD