Machine Learning Full Course (2025) | Machine Learning Course For Beginners | Intellipaat

This Machine Learning Free Course by Intellipaat takes you through everything you need to understand the fundamentals of ML, from theory to hands-on practice. Starting with the basics, you’ll learn what Machine Learning means, explore different algorithms, and build a complete roadmap to mastering ML in 2025. The course begins with an introduction and roadmap, followed by a clear explanation of the meaning of ML, different types of algorithms, and the error concept. You’ll then dive into Linear Regression, where we cover assumptions, the Variance Inflation Factor (VIF), and multicollinearity, with a full hands-on session to bring these concepts to life.

You will also gain a practical understanding of the machine learning process and the key performance metrics used in regression, ensuring you know how to evaluate your models correctly. Moving forward, the course covers the Logistic Regression Algorithm for classification tasks and concludes with the Decision Tree Classifier, one of the most powerful and widely used ML techniques. By the end of this course, you’ll have both the theoretical foundation and practical experience needed to start building and evaluating ML models, preparing you for advanced learning paths and career opportunities in Machine Learning.

Below are the topics covered in Machine Learning Course For Beginners
00:00:00 - Introduction to Machine Learning Course
00:01:41 - ML Roadmap
00:13:08 - What is Meaning of ML?
00:44:12 - Machine Learning Algorithm
01:14:17 - Types of ML
01:48:06 - Error Concept
03:27:33 - Assumptions of Linear Regression
03:47:08 - Variance Inflation Factor (VIF)
03:53:09 - Linear Regression Hands-on
04:16:49 - Machine Learning Process
05:04:19 - Performance Metrics used in Regression
05:19:50 - Checking VIF Score for Multicollinearity
05:40:41 - Logistic Regression Algorithm
09:03:14 - ML Process
09:45:23 - Decision Tree Classifier

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🔥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.

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