Machine Learning Course (BEST For Beginners) | Intellipaat

This Machine Learning Free Course by Intellipaat is designed to take you step by step from the fundamentals to hands-on implementation of key ML algorithms and concepts. Whether you’re just starting out or looking to strengthen your knowledge, this course provides a complete roadmap to build expertise in Machine Learning. We begin with an introduction and roadmap, explaining what Machine Learning is, its meaning, and the types of algorithms used in real-world applications. You’ll explore the different categories of ML, understand the error concept, and learn how assumptions play a role in modeling. From there, you’ll dive deep into Linear Regression, covering assumptions, multicollinearity, VIF (Variance Inflation Factor), and a complete hands-on session to put theory into practice. You’ll also gain practical knowledge of the machine learning process and performance metrics to evaluate models effectively. The course continues with Logistic Regression, teaching you how classification models work, followed by an in-depth look at the Decision Tree Classifier, one of the most widely used algorithms in ML. By the end, you’ll have both the theoretical foundation and practical skills to work with regression and classification models, understand ML workflows, and prepare for advanced topics or certifications in 2025. Below are the topics covered in Machine Learning Course For Beginners 00:00:00 - Introduction to Machine Learning Course 00:00:57 - ML Roadmap 00:12:08 - What is Meaning of ML? 00:43:12 - Machine Learning Algorithm 01:13:17 - Types of ML 01:47:06 - Error Concept 03:26:33 - Assumptions of Linear Regression 03:46:08 - Variance Inflation Factor (VIF) 03:52:09 - Linear Regression Hands-on 04:15:49 - Machine Learning Process 05:03:19 - Performance Metrics used in Regression 05:18:50 - Checking VIF score for Multicollinearity 05:39:41 - Logistic Regression Algorithm 09:02:14 - ML Process 09:44:23 - Decision Tree Classifier #machinelearningcourse #machinelearningfullcourse #machinelearningtutorial #intellipaat 🔥Enroll for Intellipaat's Machine Learning Course: https://intellipaat.com/machine-learn... ➡️ About the Course Gain expertise in Artificial intelligence and Machine Learning through an Executive Post Graduate Certification program in AI and ML offered by iHUB DivyaSampark, a Technology Innovation Hub of IIT Roorkee, in collaboration with Intellipaat This AI and ML program is in collaboration with tech giants Microsoft. Get classes and guidance directly from IIT Faculty and industry experts, with personalized 1:1 mentorship. Become IIT certified AI and ML expert with this online BootCamp. 📌 Do subscribe to Intellipaat channel & come across more relevant Tech content: https://goo.gl/hhsGWb ▶️ Intellipaat Achievers Channel:    / @intellipaatachievers   📚For more information, please write back to us at [email protected] or call us at IND: +91-7022374614 / US : 1-800-216-8930