IIT Kharagpur Machine Learning FREE Course For College Students, Graduate offered on SWAYAM in 2025

Are you a college student, graduate, or job seeker eager to master machine learning without spending a rupee? The IIT Kharagpur Machine Learning FREE Course on SWAYAM is your gateway to building in-demand AI skills and boosting your career prospects in 2025. This course, designed and delivered by renowned IIT Kharagpur faculty, is open to all and offers a deep dive into the mathematical and practical foundations of machine learning-completely free of cost.

Why Choose the IIT Kharagpur Machine Learning FREE Course?

No Tuition Fees: Access all lectures, assignments, and resources for free on the SWAYAM platform. Only the optional certification exam carries a nominal fee

Expert Faculty: Learn from IIT Kharagpur’s top professors, including Dr. Sudeshna Sarkar and Dr. Swanand Khare, both leaders in AI and machine learning research

Flexible, Self-Paced Learning: Study at your own pace, anytime and anywhere, making it ideal for students and working professionals

Industry-Relevant Curriculum: The course covers the latest topics and tools, preparing you for real-world applications and advanced studies

Certification Option: Earn a prestigious certificate from IIT Kharagpur and NPTEL by passing a proctored exam, adding value to your resume

Course Overview: What Will You Learn in IIT Kharagpur Machine Learning FREE Course?

The IIT Kharagpur Machine Learning FREE Course on SWAYAM is structured to provide a robust foundation in both the theory and application of machine learning. Here’s what you can expect:

Key Topics Covered:

Introduction to Machine Learning: Understanding the basics, computational learning theory, and the scope of ML in modern technology

Mathematical Foundations: Applied linear algebra, vectors, matrices, eigenvalues, and decomposition techniques essential for ML algorithm

Core Algorithms: Decision trees, clustering, logistic regression, neural networks, and deep learning fundamentals

Optimization Techniques: Statistical methods and optimization strategies for training machine learning models.

Practical Applications: Real-world case studies, model evaluation, and deployment scenarios to bridge theory and practice

Course Format:

Duration: 12 weeks of structured content

Mode: 100% online, accessible via SWAYAM/NPTEL platforms

Assignments & Quizzes: Regular assessments to reinforce learning

Course layout in IIT Kharagpur Machine Learning FREE Course

Week 1: Introduction: Basic definitions, types of learning, hypothesis space and inductive bias, evaluation, cross-validation

Week 2: Linear regression, Decision trees, overfitting

Week 3: Instance-based learning, Feature reduction, Collaborative filtering-based recommendation

Week 4: Probability and Bayesian learning

Week 5: Logistic Regression, Support Vector Machine, Kernel function, and Kernel SVM

Week 6: Neural network: Perceptron, multilayer network, backpropagation, introduction to deep neural network

Week 7: Computational learning theory, PAC learning model, Sample complexity, VC Dimension, Ensemble learning

Week 8: Clustering: k-means, adaptive hierarchical clustering, Gaussian mixture model

Who Should Enroll in IIT Kharagpur Machine Learning FREE Course?

The course is tailored for:

Senior undergraduate and postgraduate students in computer science, electrical engineering, electronics, AI, and mathematics

Graduates and job seekers aiming to upskill for AI, data science, or analytics roles.

Working professionals looking to transition into machine learning or strengthen their mathematical foundations.

Anyone interested in the principles and applications of machine learning, provided they have some background in engineering mathematics and basic linear algebra

Benefits of the IIT Kharagpur Machine Learning FREE Course

Boost Employability: Machine learning is one of the most sought-after skills in the job market, opening doors to careers in AI, data science, and analytics.

Learn from the Best: IIT Kharagpur is a leader in technology education and research, ensuring high-quality, up-to-date content

Build a Strong Foundation: The course emphasizes mathematical rigor and practical problem-solving, preparing you for advanced studies or industry roles

Flexible Learning: Study at your own pace, making it easy to balance with college or work commitments.

How to Enroll in the IIT Kharagpur Machine Learning FREE Course

If you are an Interested Candidate, you can apply For the IIT Kharagpur Machine Learning FREE Course for College Students, Graduate offered on SWAYAM in 2025 Click Here.

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Conclusion: Your Pathway to AI Starts Here

The IIT Kharagpur Machine Learning FREE Course on SWAYAM is a golden opportunity for college students, graduates, and professionals to gain world-class machine learning knowledge at zero cost. With expert instruction, a rigorous curriculum, and the flexibility to learn at your own pace, this course is your launchpad to a successful career in AI and data science in 2025.