Machine Learning Full Course 2025 | Complete Machine Learning Course in 11 Hrs | Intellipaat

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Unlock the world of Machine Learning with this comprehensive Machine Learning Full Course 2025 by Intellipaat! This 11-hour complete machine learning course is your ultimate guide to mastering the basics and advanced concepts of machine learning. Designed for beginners and enthusiasts, this course covers key topics like machine learning algorithms, hands-on Python implementations, and real-world projects. Whether you’re starting your ML journey or brushing up your skills, this ML course has everything to accelerate your career in the tech industry.

💡 What you’ll learn in this course:
👨 ‍💻 Machine Learning fundamentals explained step-by-step.
👨 ‍💻 In-depth coverage of algorithms like regression, classification, clustering, and more.
👨 ‍💻 Python implementation of machine learning techniques.
👨 ‍💻 Insights into ML project development and deployment.
👨 ‍💻 Real-world examples to make concepts practical and applicable.

💻 Why choose this course?
Machine Learning is one of the most in-demand skills of the decade, and having a strong foundation in it can open doors to countless opportunities. This course not only helps you understand ML concepts but also equips you with hands-on experience to stand out in a competitive job market.

📖 Below are the concepts covered in this 'Machine Learning Full Course 2025':
00:00:00 - Introduction to Machine Learning Course
00:02:39 - What is Machine Learning?
00:53:55 - Types of ML: Supervised and Unsupervised Learning
01:11:11 - ML Examples and Myths
02:42:07 - Introduction to Reinforcement Learning
03:25:35 - Linear Regression: Introduction and Examples
03:52:00 - Linear Regression: Errors and Finding the Best Line (Hyperbole/Intercept)
04:14:08 - Linear Regression Hands-On: Single and Multiple Linear Regression
05:12:42 - R-Squared Explained
05:23:25 - Assumptions of Linear Regression
05:34:29 - Logistic Regression: Introduction
06:22:51 - Understanding Odds
06:28:36 - Probability vs. Odds
06:34:24 - Derivation of Sigmoid Function
07:19:03 - Balanced vs. Imbalanced Data
07:26:13 - Confusion Matrix
07:42:51 - Precision Explained
08:00:43 - Hands-On Logistic Regression
08:54:41 - Naive Bayes Explained
09:26:59 - Decision Tree Algorithm
09:55:51 - Understanding Entropy
10:29:14 - Types of Nodes in Decision Trees
10:36:00 - Underfitting vs. Overfitting

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Q1. Is this Machine Learning course suitable for beginners?
Yes, this course is perfect for beginners, with a strong focus on foundational concepts, step-by-step explanations, and practical applications.

Q2. What tools will I learn in this ML course?
You’ll primarily work with Python and its libraries like NumPy, Pandas, matplotlib, and scikit-learn, which are essential for machine learning projects.

Q3. How can I benefit from this Machine Learning course?
This course helps you develop skills in data analysis, algorithm implementation, and problem-solving, giving you a competitive edge in the tech industry.

➡ ️ 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.

➡ ️ Who should take this course?
☑ ️ Individuals with a bachelor’s degree and a keen interest in learning AI and ML
☑ ️ IT professionals looking for a career transition as Machin learning experts or AI engineers.
☑ ️ Professionals aiming to move ahead in their IT career
☑ ️ Developers and Project Managers
☑ ️ Freshers who aspire to build their career in the field of Artificial Intelligence and Machine

✅ Key Features - (Course Features)
👉 🏼 620 Hrs of Applied Learning
👉 🏼 Learn from IIT Faculty & Industry Practitioners
👉 🏼 50+ Industry Projects & Case Studies
👉 🏼 One-on-One with Industry Mentors
👉 🏼 Placement Assistance
👉 🏼 Resume Preparation and LinkedIn Profile Review
👉 🏼 24*7 Support
👉 🏼 1:1 Mock Interview
👉 🏼 Certification from Microsoft
👉 🏼 Up to Rs. 50 Lakhs startup Incubation Support*

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