K-Nearest Neighbors & SVM – Powerful Classification Techniques Explained

submitted by Imarticus Learning Course on 05/07/25 1

bit.ly/3Ff5Esb Welcome to Imarticus Learning! K-Nearest Neighbors (KNN) and Support Vector Machine (SVM) are two of the most widely used classification algorithms in Machine Learning. In this video, we explore how these models work, how they differ, and when to use them based on your data and use case. 📊 Whether you're starting out or advancing your ML journey, this video simplifies complex models into practical, real-world concepts! Timestamp ⏱️ 00:00 - Intro 00:24 - What is K-Nearest Neighbors? 09:13 - What is Support Vector Machine? 📌 What You'll Learn: 💡 What is K-Nearest Neighbors? – A simple yet powerful lazy learning algorithm. 📊 What is Support Vector Machine? – Hyperplanes, margins, and the power of linear/non-linear classification. 📈 KNN vs SVM – When to use which model and why. 🧠 Real-World Use Cases & Performance Metrics – Accuracy, precision, recall, and beyond. Why Learn with Imarticus Learning? 📌 Expert Guidance: Learn from seasoned professionals with deep industry insights. 📌 Flexible Learning Options: Balance work and study with structured, customizable programs. 📌 Comprehensive Support: Access mock tests, expert mentorship, and study materials to ace your exams. 📌 Career Success: Imarticus ensures your journey translates into tangible career growth. Master Machine Learning & Lead the Future of AI Innovation! The Postgraduate Program in Data Science and Analytics (PGA) is a 6-month course for graduates and professionals with under three years of experience. It offers 100% job assurance through 2,000+ hiring par0tners, 300+ learning hours, 25+ hands-on projects, and training in 10+ tools like Python, Power BI, and Tableau. With a 22.5 LPA highest salary and 52% average salary hikes, it equips learners to excel in data science and analytics careers. bit.ly/3Ff5Esb 📖 Books to Read on KNN & SVM: 📚 Pattern Recognition and Machine Learning – Christopher M. Bishop 📚 Machine Learning with Python for Everyone – Mark Fenner 📚 Hands-On Machine Learning with Scikit-Learn & TensorFlow – Aurélien Géron 🎬 Movies & Documentaries to Watch: 🎥 Coded Bias – Exploring bias in ML models and decision systems. 🎥 The Great Hack – How classification algorithms shape digital behavior. 🎥 AlphaGo – How machines learn to classify, predict, and outperform. About Imarticus Learning Imarticus Learning is a leading education company, offering high-quality, industry-specific education via innovative technology, specialised training, career assistance, and mentorship from industry professionals. We have impacted over 10,00,000+ careers within a decade through leading-edge curriculums, highly experienced faculty, and over 3500+ global partnerships with leading institutions and corporations. We offer courses that prepare learners for successful careers in finance, banking, data science, analytics, management, marketing, and technology. ❇️ Key Highlights 12 Years Legacy | 1M+ Learners Impacted | #1 Education Provider in Finance | 8+ Years Legacy in Data Analytics | 85% Placement Record | 54% Average Salary Hike | 24 LPA Highest Salary 🏆 Awards & Accolades •⁠ ⁠Outstanding Education Company of the Year by ET Business Leaders 2024 •⁠ ⁠Best Education Provider in Finance by Elets World Education Summit 2024 •⁠ ⁠Outstanding Education Company for Data Science and Analytics at Observe Now's Education Leaders Conclave & Awards 2024 •⁠ ⁠⁠Recognized in GSV 150 as one of the World's Most Transformational Growth Companies in Digital Learning and Workforce Skilling (2024) •⁠ ⁠Awarded Innovative 21st Century Skills Solutions at Elets World Education Summit, Dubai •⁠ ⁠Best Certification Courses at the Indian Education Congress and Awards •⁠ ⁠Most Promising Digital Learning Platform Brands by siliconindia Magazine •⁠ ⁠Best Education Brand in Analytics by The Economic Times 🌐We're Very Social imarticus.org/ x.com/imarticus www.instagram.com/imarticus in.linkedin.com/company/imarticuslearning www.facebook.com/ImarticusLearning/ #KNN #SupportVectorMachine #MachineLearning #ClassificationAlgorithms #SupervisedLearning #AI #DataScience #PredictiveModeling #ImarticusLearning #PGAProgram #CareerInDataScience #MLForBeginners

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