Page 8 - NPTEL Courses & Certifications 2026 - Free & Paid Online NPTEL Courses

Offered by

IIT Madras (IITM) via Swayam +1

Certificate

Introduction to Machine Learning

Candidates looking for an undergraduate or postgraduate course in machine learning should enroll in the Introduction to Machine Learning program. It is an elective twelve-week course in the field of computer science and engineering, programming, artificial intelligence, and data science. A collaboration of IIT Madras and NPTEL, this course is an initiative by the Ministry of Education, Government of India, and is available on the learning platform Swayam.

Introduction to Machine Learning certification will be taught by professor Balaraman Ravindran. The syllabus includes various topics from the data-driven disciplines such as machine learning and analytics. Candidates will be introduced to different learning paradigms and some popular algorithms and architectures used in these paradigms.

Introduction to Machine Learning is an online free audit course that offers an e-certificate for interested participants. Candidates will attend the online lectures, and submit assignments periodically. There is also an optional offline examination for participants who want to achieve certification.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of Algorithms Machine learning Data science knowledge

Offered by

IIT Madras (IITM) via Swayam +1

Certificate

Reinforcement Learning

The Reinforcement Learning program focuses on studying the mathematical grounds of reinforcement learning- a psychological phenomenon. Students will explore such concepts and view this learning paradigm in light of AI, research, and psychology. Through this AICTE approved course, learners can avail a verified certificate that validates their newly acquired expertise and acquired skills.

Spread across 12 weeks, the Reinforcement Learning certification syllabus is replete with learning modules, books, and research references. Students may proceed to the next module after completing the previous week’s topics. The curriculum highlights bandit algorithms, function approximation, hierarchical RL, and much more. It is an elective course based on AI, data science, and computer engineering.

The Reinforcement Learning online course is developed by IIT Madras. Professor Balaraman Ravindran from the institute instructs the study. For the certification, students need to write a proctored examination after completing the course and assignments. This certificate will carry logos of IIT Madras and NPTEL, which is verifiable on NPTEL’s website.

12 Weeks

₹ Free

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Skills Covered:

Mathematical skill Programming skills

Offered by

IIT Madras (IITM) via Swayam +1

Certificate

Offshore Structures Under Special Environmental Loads Including Fire Resistance

The Offshore Structures Under Special Environmental Loads Including Fire Resistance certification course is a postgraduate level of programme which deals in the offshore structures of and their behaviour under different circumstances. Candidates who get into this course will be able to learn about the behaviour of offshore structures when an earthquake occurs, analysis of methods, curved beams, chain links, etc. Candidates also get to use the MATLAB program for computing numerous environmental issues and they can use MATLAB coding to analyse the problems. The course provides full control to the students for completing the Offshore Structures Under Special Environmental Loads Including Fire Resistance certification syllabus or joining or leaving the sessions anytime.

This course is absolutely free and requires no registration process to get into the course. The Offshore Structures Under Special Environmental Loads Including Fire Resistance programme also makes certification available for the students so that they get benefited from the same. Although the certification comes at a price of the quoted amount which is given on the website, it is totally an optional choice for the students. If the candidate wants to be certified for this course he or she will have to give an offline exam. The course will be available for the students every time and the expected time to complete the course is 12 weeks. Since the Offshore Structures Under Special Environmental Loads Including Fire Resistance online course is available to the students all the time, candidates can learn from the course according to their own requirements.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of engineering

Offered by

IIT Madras (IITM) via Swayam +1

Certificate

Computer Methods of Structural Analysis of Offshore Structures

The Computer Methods of Structural Analysis of Offshore Structures online course is a 12-week program offered by Swayam, an initiative by the government of India’s Ministry of education. The Computer Methods of Structural Analysis of Offshore Structures training will provide a quick introduction to the many types of offshore structures used to extract oil, minerals, and gas from the sea. Detailed analytical methods for both two and three-dimensional structures will be covered. While the foundations of advanced analysis of structures are covered, comprehensive mathematical modelling of issue formulation and solution utilizing MATLAB code is also covered.

The Computer Methods of Structural Analysis of Offshore Structures syllabus include codes for numerical examples. Hands-on Matlab experience will also be explored. The emphasis is on explaining essential principles of advanced structural analysis, with a particular emphasis on their application to offshore constructions.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of MATLAB Knowledge of engineering

Offered by

IIT Kharagpur via Swayam +1

Certificate

Hydrostatics and Stability

The course on ‘Hydrostatics and Stability’ is provided on the Swayam online educational platform initiated by the ministry of education in India. This National Program for Technology Enhanced Learning online course on the significant aspects of naval architecture is developed and offered by the Indian Institute of Technology Kharagpur.

The faculty development program for the undergraduate level students of ocean engineering is scheduled for a period of twelve weeks and this core course will enable the students to gain three credit points after course completion.

The online training for the ‘Hydrostatics and Stability’ course is guided by the course educator, Prof Hari Warrior from the department of ocean engineering and naval architecture at IIT Kharagpur. This undergraduate and postgraduate level course enables students to understand the principles and techniques of hydrostatics and stability. The eligible students are awarded the course certificate which consists of the logos of NPTEL and IIT Kharagpur.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of engineering

Offered by

IIT Roorkee via Swayam +1

Certificate

Financial Management for Managers

Making financial decisions in a business requires detailed analysis and investigation. Maximising the value of investment requires a rigorous evaluation process. The Financial Management for Managers programme will teach candidates the various tools and techniques of financial management to help them with these analyses and evaluation of an investment.

Financial Management for Managers certification course is proved by AICTE as an FDP course. It is an elective course in management studies for undergraduates and postgraduates. This online course will be lucrative for individuals either working or studying financial management. The course work and syllabus has been designed by IIT Roorkee and will be taught by Professor Anil K. Sharma.

Financial Management for Managers offers certification to candidates along with a list of books and references to study from. There are no prerequisites to join this course. It employs a final exam, regular assignments, and video lectures to help gain participants a deeper understanding of financial management.

12 Weeks

₹ Free

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Skills Covered:

Financial Management

Offered by

IIT Roorkee via Swayam +1

Certificate

Financial Statement Analysis and Reporting

By attending the Financial Statement Analysis and Reporting certification programme the enrolled students will have their base cleared in the subject of “financial statement analysis” and they will become professionally efficient in guiding and training the corporate houses and business centers to manage their financial reports and also economically use their financial resources.

In the online certification course on Financial Statement Analysis and Reporting by Swayam the candidates over a period of twelve weeks will be guided across a domain of topics like-private companies, sole proprietorship, Indian economy, financial statements and others. The course will help the students to formulate plans and strategies so that they can guide their firms to overcome any financial crisis.

After completing the programme the students can apply for a diverse industry or companies. The online certification course is having the category of management studies and is structured as elective for all the registering candidates.

12 Weeks

₹ Free

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Skills Covered:

Financial Management

Offered by

IIT Madras (IITM) via Swayam +1

Certificate

Appreciating Linguistics: A typological approach

The ‘Appreciating Linguistics: A typological approach’ online course is developed for the students to study the language forms and functions, the process of language acquisition, and the description of natural language. This course will focus on the different languages and their linguistic attributes along with the grammatical implications. This free online certification course is provided by the Swayam online portal in association with the National Program for Technology Enhanced Learning (NPTEL).

The course instructor for this online program is Prof. Anindita Sahoo teaching linguistics at the Indian Institute of Technology Madras. The elective program for the undergraduate level students is categorized under the humanities and social sciences domain and enables the students to gain a comprehensive understanding of the concepts through the online classes aided by videos, lectures, and other online resources.

The ‘Appreciating Linguistics: A typological approach’ online certification course offers the students the course certification with credit points after successfully completing the program according to the qualifying standards.

12 Weeks

₹ Free

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Skills Covered:

Communication skills Research skills Language skills

Offered by

IIT Roorkee via Swayam +1

Certificate

Literature, Culture and Media

The Literature, Culture, and Media certification by Swayam is a part of the NPTEL scheme that provides free learning programmes for interested individuals. This course's curriculum aims to introduce participants to the intersections of literature, culture, and media through an interdisciplinary framework. Literature, culture, and media are responsible for generating new ideas and perspectives in the consumers and play a massive role in determining identities.

The Literature, Culture, and Media certification syllabus will touch upon and highlight some of the new forms of media that have reinvented and transformed the literary forms. Theoretical approaches and literary criticisms such as Marxism, Feminism, and Deconstruction will further explain some of the literary phenomenon and cultural aspects of popular culture.

Additionally, the Literature, Culture, and Media certification course by Swayam is suitable for all individuals interested in learning about the subject. No prior knowledge is required for enrollment. Further, the 12-week learning course falls under the Humanities and Social Science category.

12 Weeks

₹ Free

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Skills Covered:

Cultural sensitivity

Offered by

IIT Madras (IITM) via Swayam +1

Certificate

Introduction to World Literature

Swayam’s Introduction to World Literature online course introduces its candidates to the vast world of writings, produced in various languages, cultural contexts, and nations. While the program doesn’t claim to cover all time periods and every single one of their literary traditions, it does aim to familiarise learners with the English Language’s representative texts, available today. This short, 12-week training belongs to the English Studies’ and ‘Humanities and Social Sciences’ categories, set at the postgraduate level.

An elective program, the Introduction to World Literature certification syllabus covers numerous vital learnings. These include classics such as Don Quixote, Beowulf, Indian literature from the likes of Tagore, Kamala Das, short stories, American literature like Toni Morrison, Alice Walker’s Everyday Use, critical theory, women writers, contemporary authors, and more. What’s more, IIT Madras’s renowned educator, Professor Merin Simi Raj, teaches this in-depth curriculum.

Furthermore, the Introduction to World Literature program also furnishes course-end certificates to interested learners who sit for Swayam’s proctored exams. Upon clearing all the certification criteria and clearing the assessment, students can earn themselves an e-verifiable certificate to display their acquired knowledge in this subject.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of history

Offered by

IIT Madras (IITM) via Swayam +1

Certificate

Literary Criticism (From Plato to Leavis)

Literary criticism is the analysis, study and interpretation of a literary text or school of thought. It is a medium for the critic to explain and defend her judgement and evaluation of a text and provide the readers with some relevant biographical and historical information. This enriches the reader’s understanding of a literary work and helps them appreciate it more. Literary Criticism (From Plato to Leavis) by Swayam is an attempt to provide students with an understanding of the subject by analysing some significant texts.

The Literary Criticism online course is an AICTE approved Faculty Development Programme (FDP). The training is designed by the accomplished faculty of IIT Madras. The course curriculum will take you on a journey through different literary works that have been studied and analysed for decades for their brilliance and relevance.

In addition, the Literary Criticism certification by Swayam includes a digital certificate verified by NPTEL at the end of the course for those who qualify for the certification exam. Candidates can verify their certification online. The programme belongs to the English literature studies domain.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of history

Offered by

IIT Madras (IITM) via Swayam +1

Certificate

American Literature & Culture

The ‘American Literature & Culture’ online course is developed for the students to discuss and study American literature and the important social and cultural movements in American studies. The students of this course will get introduced to the eminent poets and writers of American literature. The online National Program on Technology Enhanced Learning(NPTEL) training program is provided by Swayam, a free online education portal initiated by the Government of India.

This online training is scheduled for a period of twelve weeks in this elective program for the postgraduate level students of the fields of humanities and social sciences, and English Studies.

The course instructor for this online program is Prof. Aysha Iqbal Viswamohan faculty of film studies, drama, and popular culture at the Indian Institute of Technology Madras. The learners during the course of study in this program will develop a comprehensive understanding of the literary significance of American literature.

The ‘American Literature & Culture’ certification course helps students get an E-certificate that can be downloaded and credit points at the end of this All India Council for Technical Education(AICTE) approved course.

12 Weeks

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Skills Covered:

Cultural sensitivity Knowledge of history

Offered by

IIT Madras (IITM) via Swayam +1

Certificate

Literature and Life

Literature and Life Certification are designed and structured in such a way that it helps learners make sense of their own lives through the prism of literature and get a better understanding of the relation of literature to life.

A selection of essays, poems, plays, and short stories from British, American, and Indian literature will be examined in Literature and Life Classes in order to understand and appreciate the complex but fragile human relationships at various levels, including the individual, family, society, business, politics, etc.

All students get a Literature and Life Certification from the Indian Institute of Technology Madras (IIT Madras) under the Swayam Initiative by the Government of India.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of history

Offered by

IIT Kharagpur via Swayam +1

Certificate

Elements of Literature and Creative Communication

Elements of Literature and Creative Communication Certification is ideal for those who are interested in tasting the nectar of literature. Because literature is directly related to life and keeping that broad vision in mind makes students aware of the finer sensibilities of human existence.

Elements of Literature and Creative Communication Classes intend to teach the students by introducing them to literature, which represents profound and beautiful expressions of mankind, we hope to help them better comprehend and enjoy life. It includes carefully chosen readings of drama, fiction, and poetry.

All students get an Elements of Literature and Creative Communication Certification from the Indian Institute of Technology Kharagpur (IIT Kharagpur) under the Swayam Initiative by the Government of India.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of history

Offered by

IIT Madras (IITM) via Swayam +1

Certificate

MATLAB Programming for Numerical Computation

The MATLAB Programming for Numerical Computation certification is an eight-week elective course. This multidisciplinary program falls under the disciplines of chemical engineering and computational biology. IIT Madras has thoroughly curated this curriculum, which their renowned professor, Niket Kaisare will teach.

The MATLAB Programming for Numerical Computation certification syllabus discusses one of the most popular languages used for numerical computation and teaches about its scientific computation usage. Candidates will learn about the practical use of computational techniques through several coding problems and examples. Enrolled candidates will have access to MATLAB online, which is a browser-based version of MATLAB and consists of all its features.

The MATLAB Programming for Numerical Computation training will offer weekly assignments, course lectures, and practical problems using this MATLAB software. The curriculum focuses on teaching undergraduate students to solve computational problems and familiarising them with the engineering problem’s numerical methods. Besides, candidates can also opt for the final exam and gain the course-end digital certificate.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of MATLAB

Offered by

IIT Bombay via Swayam +1

Certificate

A Basic Course in Number Theory

12 Weeks

₹ Free

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Offered by

IIT Bombay via Swayam +1

Certificate

Accelerator Physics

12 Weeks

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Offered by

IIT Bombay via Swayam +1

Certificate

Advanced Transition Metal Chemistry

12 Weeks

₹ Free

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Offered by

IIT Bombay via Swayam +1

Certificate

An Introduction to Point Set Topology Part II

12 Weeks

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Offered by

IIT Bombay via Swayam +1

Certificate

Dynamics of Structures

12 Weeks

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Offered by

IIT Bombay via Swayam +1

Certificate

Bandit Algorithm (Online Machine Learning)

12 Weeks

₹ Free

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Offered by

IIT Bombay via Swayam +1

Certificate

Circular Dichroism (CD) And Mossbauer Spectroscopy For Chemists

12 Weeks

₹ Free

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Offered by

IIT Bombay via Swayam +1

Certificate

Environmental Geomechanics

12 Weeks

₹ Free

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Offered by

IIT Bombay via Swayam +1

Certificate

Classics In Total Synthesis-I

12 Weeks

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Offered by

IIT Bombay via Swayam +1

Certificate

Design of Mechatronic Systems

12 Weeks

₹ Free

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Offered by

IIT Bombay via Swayam +1

Certificate

Fundamentals Of Statistical Thermodynamics

12 Weeks

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IIT Bombay via Swayam +1

Certificate

Galois Theory

12 Weeks

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IIT Bombay via Swayam +1

Certificate

NMR Spectroscopy for Structural Biology

12 Weeks

₹ Free

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Offered by

IIT Bombay via Swayam +1

Certificate

Hydrogen Energy: Production, Storage, Transportation And Safety

12 Weeks

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Offered by

IIT Bombay via Swayam +1

Certificate

Nonlinear Adaptive Control

12 Weeks

₹ Free

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