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In this video, you’ll learn Machine Learning from scratch with a complete roadmap covering fundamentals, algorithms, and hands-on implementation. We begin with the Machine Learning roadmap and introduction, followed by the meaning of ML, core concepts, and commonly used machine learning algorithms. You’ll explore types of Machine Learning, understand the error concept, and dive deep into Linear Regression, including its assumptions, multicollinearity, and VIF, along with a practical hands-on session. As the course progresses, we explain the end-to-end Machine Learning process, key performance metrics used in regression, and advanced topics like Logistic Regression and the Decision Tree Classifier.This video is perfect for beginners, students, and professionals who want to build a strong foundation in Machine Learning with real-world understanding. 📖 Below are the concepts covered in the video on "Machine Learning Full Course": 00:00:00 - Introduction to Machine Learning Course 00:00:00 - ML Roadmap 00:11:08 - What is Meaning of ML? 00:42:12 - Machine Learning Algorithm 01:12:17 - Types of ML 01:46:06 - Error Concept 03:25:33 - Assumptions of Linear Regression 03:45:08 - Variance Inflation Factor (VIF) 03:51:09 - Linear Regression Hands-on 04:14:49 - Machine Learning Process 05:02:19 - Performance Metrics used in Regression 05:17:50 - Checking VIF score for Multicollinearity 05:38:41 - Logistic Regression Algorithm 09:01:14 - ML Process 09:43:23 - Decision Tree Classifier #MachineLearningFullCourse #MachineLearningFromScratch #MLForBeginners #DataScienceCourse #AIandMachineLearning 🔥Enroll for Machine Learning Course: https://intellipaat.com/machine-learn... ➡️ About the Course: This Machine Learning Certification Training by Intellipaat is a comprehensive program designed to help you learn ML from scratch and become industry-ready. The course covers Machine Learning fundamentals, algorithms, deep learning, NLP, and real-world projects, with hands-on training and expert guidance. You also get certification, career support, and practical exposure to build a strong ML career. ✅ Key Features of the Course: 👉🏼50+ live interactive sessions spread over 7 months to ensure structured learning. 👉🏼218+ hours of self-paced video content to review concepts at your speed. 👉🏼200+ hours of hands-on projects and exercises for practical experience. 👉🏼Learn from industry experts with real-world insights. 👉🏼Participate in hackathons to solve real challenges. 👉🏼1:1 sessions with industry mentors for focused doubt solving and guidance. 👉🏼Career guidance and job assistance including resume support and interview prep. 👉🏼24/7 technical support to help you whenever needed. 📌 Do subscribe to Intellipaat channel & come across more relevant Tech content: https://goo.gl/hhsGWb 📚For more information, please write back to us at sales@intellipaat.com or call us at IND: +91-7022374614 / US : 1-800-216-8930