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Welcome to Intellipaat’s Machine Learning Full Course 2025, your all-in-one guide to mastering both the fundamentals and real-world applications of machine learning. Ideal for beginners and professionals, this course covers everything from the basics to advanced topics. Start by learning what machine learning is, the different types (supervised, unsupervised, and reinforcement learning), and common myths with real-world examples. You'll then dive into Linear and Logistic Regression, exploring concepts, evaluation metrics, and hands-on implementation. Topics like R-squared, sigmoid function, confusion matrix, and precision are explained clearly for practical understanding. The course also includes Naive Bayes, Decision Trees, and key concepts like entropy, underfitting vs. overfitting, and ends with essential interview questions to help you land your dream job. Below are the topics covered in Machine Learning Course For Beginners 00:00:00 – Introduction to Machine Learning Course 00:02:33 – What is Machine Learning? 00:50:01 – Types of ML: Supervised and Unsupervised Learning 01:08:11 – Machine Learning Examples and Myths 02:39:07 – Introduction to Reinforcement Learning 03:22:35 – Linear Regression: Introduction and Examples 03:49:00 – Errors & Best Fit Line (Hyperbole/Intercept) 04:11:08 – Hands-On: Single & Multiple Linear Regression 05:09:42 – R-Squared Explained 05:20:25 – Assumptions of Linear Regression 05:31:29 – Logistic Regression: Introduction 06:19:51 – Understanding Odds 06:25:36 – Probability vs. Odds 06:31:24 – Sigmoid Function Derivation 07:16:03 – Balanced vs. Imbalanced Data 07:23:13 – Confusion Matrix 07:39:51 – Precision Explained 07:57:43 – Hands-On: Logistic Regression 08:51:41 – Naive Bayes Explained 09:23:59 – Decision Tree Algorithm 09:52:51 – Understanding Entropy 10:26:14 – Types of Nodes in Decision Trees 10:33:00 – Underfitting vs. Overfitting 10:47:36 – Interview Questions #machinelearningcourse #machinelearningfullcourse #machinelearningtutorial #intellipaat 🔥Enroll for Intellipaat's Executive Certification Program in AI & ML: https://intellipaat.com/epgc-ai-and-machine-learning-ihub-iit-roorkee/ ➡️ 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: https://www.youtube.com/@intellipaatachievers 📚For more information, please write back to us at [email protected] or call us at IND: +91-7022374614 / US : 1-800-216-8930
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