Page 13 - NPTEL Courses & Certifications 2025 - Free & Paid Online NPTEL Courses

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 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 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

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

₹ Free

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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 Kharagpur via Swayam +1

Certificate

Immunology

The Immunology course is an online course being offered by Swayam. Swayam is an initiative of the Government of India to provide education to students who do not have the required resources. It intends to provide the resources to bridge the digital gap between the students.

This course by Swayam has been built to provide the learners with a broad introduction of the fundamentals of Immunology. Participants of the course will learn about various concepts of immunology starting from cells of the immune system, antibody structure and function, innate and adaptive immune systems, hypersensitivity, TCR rearrangement, humoral immunity, basic immunological techniques, autoimmunity, monoclonal antibodies and vaccine production.

This course is a blend of the basics of immunology as well as the advanced topics. This course will be useful for undergraduate students of Life Science and Biotechnology and students from any branch of life science keen on gaining knowledge about immunology.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of Microbiology

Offered by

IIT Bombay via Swayam +1

Certificate

Maternal Infant Young Child Nutrition

Maternal Infant Young Child Nutrition is a free course on infant young child nutrition and takes on malnutrition which is one of the greatest challenges in India. The online course longs for 12 weeks and demands 2.5 hours of online sessions per week. Maternal Infant Young Child Nutrition Certification Course will cover malnutrition, nutrition science, newborn care, anthropometric assessment, maternal nutrition, techniques of breastfeeding, and the like.

Maternal Infant Young Child Nutrition Certification is a joint venture of Swayam and IIT Bombay. The course is approved by AICTE and can be enrolled by undergraduates and postgraduate-level learners. So far, more than 2,000 people have registered and taken the online program. Though the Maternal Infant Young Child Nutrition Certification by Swayam is free, the students will have to pay the fee and appear for the exam to get the certification.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of nutrition

Offered by

IIT Kharagpur via Swayam +1

Certificate

Natural Language Processing

The Natural Language Processing is an online course offered by the National Programme on Technology Enhanced Learning (NPTEL)-Swayam, which is an educational initiative of MHRD in association with seven IITs and the IISc, Bangalore to provide quality education to anyone interested to earn a certification form these reputed institutes.

The Natural Language Processing Certification helps the participants to build a thorough understanding of natural language processing (NLP) which is very crucial for many analytics tasks that involve text content and text processing and became very common thanks to the arrival of social media.

The Natural Language Processing Certification by NPTEL-Swayam helps the candidates to delve into the foundation and basic concepts of NLP along with hands-on sessions to make them capable of dealing with a problem and building applications on their own. The learners will study language modelling and applications of text mining such as text summarization, text classification, sentiment analysis, opinion mining, etc.

12 Weeks

₹ Free

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Skills Covered:

Natural Language Processing

Offered by

IIT Kanpur via Swayam +1

Certificate

Computational Complexity Theory

The Computational Complexity Theory program offers a great learning experience in the field of computational complexity theory. Students who pursue this course will come to know different topics every week through this course. Candidates will be informed on topics like hierarchy theorems, types of complexities, limitations, etc. The Computational Complexity Theory online course offers full-time access to the course with no limitations or restrictions related to the timings of the course or attendance. Students are requested to own a stable internet connection and a system through which they can log in to the course.

The Computational Complexity Theory training offers a certificate towards the end of the course only if the candidate agrees to pay the exam fees and qualifies the same fulfilling the minimum eligibility criteria. The course takes 12 weeks of time to complete the Computational Complexity Theory certification syllabus. However, students can choose to take longer than the estimated time since this is a self-paced learning program. The course provides a professional level of training and can be taken up by candidates who are interested in computer science.

12 Weeks

₹ Free

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Skills Covered:

Mathematical skill

Offered by

IIT Delhi via Swayam +1

Certificate

Computational Geometry

The Computational Geometry training is a 100 percent verified and online course. Candidates have all the freedom to take up this course as a free course or they can also go for the paid version of the course. Both the versions have the same facilities and study material except they get certified on the completion of the program by paying the quoted amount and qualifying for the proctored exam.

The Computational Geometry certification is an undergraduate level program and is provided by the Indian Institute of Technology, Madras by the platform of Swayam. The course is about computational geometry and covers numerous topics such as convex hull and algorithm, arrangements and levels, shape analysis, etc. Candidates who get into this course will be able to gain information on visibility problems, applications of computational geometry, range searching, and many more topics. There are no limitations regarding the timings of this course and hence candidates can log in to the course whenever and however they want. Participants can take as much time as they want to pursue this course as it is a self-paced course while mentors will take 12 weeks of time to complete the whole Computational Geometry certification syllabus of the course.

12 Weeks

₹ Free

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Skills Covered:

Mathematical skill Knowledge of Algorithms

Offered by

IIT Kharagpur via Swayam +1

Certificate

Problem Solving through Programming in C

Language C has been used widely to understand programming. The Problem Solving through Programming in C certification by Swayam aims to formulate simple algorithms, use pointers, arrays, and structures, and apply programming to solve mathematical problems. The course provides a perfect blend of theory and practical problems.

The Problem Solving through Programming in C certification syllabus will cover essential topics like concepts of programming, the different constructs that are used in programming, and how this programming tool is used to solve various problems. The latter includes mathematical problems that can be solved logically as well as through proper data representation.

Besides, the Problem Solving through Programming in C online course is taught by Prof Anupam Basu from IIT Kharagpur from the department of computer science and engineering. Through this short course, the candidates will be well equipped with the logic and flow of programming and how to write a good program for a computer.

12 Weeks

₹ Free

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Skills Covered:

Programming skills Knowledge of Programming algorithms

Offered by

IIT Kharagpur via Swayam +1

Certificate

Programming in Modern C++

The Programming in Modern C++ certification course is offered in online sessions by Swayam for a period of 12 weeks. The course has been partnered with the Indian Institute of Technology, Kharagpur, and NPTEL supports Swayam with this course. Partha Pratim Das of IIT Kanpur leads this course successfully for the students who are participating in the programming in modern c++ course.

The Programming in Modern C++ training will help the students learn about the entire family related to Object-Oriented Programming and get acquainted with a proper foundation in Python, and Java as required. Python knowledge is required as C++ is the mother of the different programming languages. This programming course offers a multi-paradigm encompassing procedural and functional programming.

12 Weeks

₹ Free

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Skills Covered:

Programming skills

Offered by

IIT Kharagpur via Swayam +1

Certificate

Object Oriented System Development Using UML Java and Patterns

12 Weeks

₹ Free

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12 Weeks

₹ Free

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Skills Covered:

Operations analysis

Offered by

IIT Roorkee via Swayam +1

Certificate

Data Analytics with Python

Data Analytics with Python certification course includes many compelling examples of how you can analyse data using the Python programming language. This course discusses various data analytics applications in a range of industrial sectors. Moreover, this programme also shows you how you can use data analytics in your life and boost your career opportunities.

One of the Data Analytics with Python programme’s most essential aspects is that you will receive hands-on experience by creating your own analytical models. You can also clear any doubts or engage in academic conversations in the discussion forum, which is available to all the students related to data analytics, and python. This programme involves topics like regression, probability, distributions, hypothesis testing, and many more.

The Data Analytics with Python training is offered by Swayam in partnership with IIT Roorkee. This 12-week programme. You want to showcase your skills and earn new employment opportunities, you can opt for the course completion certificate offered by Swayam.

12 Weeks

₹ Free

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Skills Covered:

Statistical skills Data science knowledge Knowledge of Python

Offered by

IIT Kanpur via Swayam +1

Certificate

Data Analysis & Decision Making - II

Data Analysis & Decision Making - II Certification will cover utility theory, then the concept of multi-criteria decision making, multi-attribute decision making, utility theory, DEA (Data Envelope Analysis), AHP, ANP, and then the concepts of TOPSIS, Elektra, Mac Beth.

Data Analysis & Decision Making - II Classes include the concepts of different types of metaheuristic techniques, without going into the mathematical details of their algorithms, and solve the problems by giving examples for each of them.

All students get a Data Analysis & Decision Making - II Certification by the Indian Institute of Technology Kanpur (IIT Kanpur) under the Swayam Initiative by the Government of India.

12 Weeks

₹ Free

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Skills Covered:

Decision making skills Data science knowledge

Offered by

IIT Kanpur via Swayam +1

Certificate

Essentials of Data Science with R Software - 1: Probability and Statistical Inference

The Essentials of Data Science with R Software- 1 program is the first course of the Data Science essentials series that focuses on studying statistical inferences and probability. It lays a foundational understanding of concepts and theories of data computation. Students will learn to use R software for statistics to derive correct inferences.

Students will explore concepts relating to Data Science computational inferences listed in the Essentials of Data Science with R Software- 1 certification syllabus. The curriculum studies attributes, hypotheses, probability distributions, and variables. Students will be asked to interact in the online classes and submit written assignments for scoring.

IIT Kanpur offers the Essentials of Data Science with R Software – 1 online course. Professor Shalabh from the institute mentors course learners. Students can go for an e-verifiable certificate by paying an exam fee. While students must have a mathematics background, an understanding of statistics is also preferred.

12 Weeks

₹ Free

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Skills Covered:

Statistical skills Data science knowledge

Offered by

IIT Kanpur via Swayam +1

Certificate

Essentials of Data Science with R Software- 2: Sampling Theory and Linear Regression Analysis

The Essentials of Data Science with R Software – 2 online course is a 12-week study that focuses on learning mechanisms of data analytics using R software. Some of the analytical tools studied include regression analysis and sampling theory. This course is an AICTE approved Faculty Development Program (FDP).

As a part of the Essentials of Data Science with R Software – 2 certification syllabus, learners will explore sampling and linear models with R software. Students will receive video lectures and book references additional support. With 12 learning modules, the topics covered include Bootstrap methodology, random sampling, and LASSO regression.

Developed by IIT Kanpur, Professor Shalabh mentors the Essentials of Data Science with R Software – 2 training. A renowned academician, Dr. Shalabh has authored four books and 75+ research papers. Candidates need to submit assignments and write an exam for the certification. For that, they will need to pay the necessary fee.

12 Weeks

₹ Free

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Skills Covered:

Data science knowledge

Offered by

IIT Madras (IITM) via Swayam +1

Certificate

Introduction to Database Systems

Numerous e-government solutions and digital services use database systems to organize data better. The Introduction to Database Systems certification by Swayam deep dives into financial systems and the current business models that rely on database systems for operational efficiency. It also covers how these systems have impacted management in the organization.

The Introduction to Database Systems certification syllabus touches upon key technical topics like SQL module, ER model module, a transaction processing module, regular forms module, query processing module, indexes module, and the like. Besides theory, the course also deep dives into practical principles, including the design and use of database systems. For the hands-on part, the course uses database management systems and SQL standards.

Furthermore, the Introduction to Database Systems online course is taught by an experienced faculty from IIT Madras, Prof. Sreenivasa Kumar. The course is excellent for students in the field of computer science, engineering, programming, and systems.

12 Weeks

₹ Free

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Skills Covered:

Database knowledge

Offered by

IIT Kanpur via Swayam +1

Certificate

Introduction to Robotics

The Introduction to Robotics program is developed by IIT Kanpur. It explores the concepts and mathematical calculations that go behind building robotic manipulators. This introductory course lays a foundation in advanced topics such as AI, automation, self-driving vehicles, and much more. Concepts studied include kinematics, VAL programming, automation, trajectory planning, and vectors.

The Introduction to Robotics certification syllabus uses video lectures, book references, a final assessment to facilitate learning. Learners must be familiar with mathematics, differential equations, and matrices- all on a fundamental level. This AICTE approved course is best suited for undergraduate and postgraduate-level electrical, mechanical, and computer students.

Engineering teachers and working professionals may also apply as this elective course is an FDP (Faculty Development Program). Candidates can opt for the Introduction to Robotics certification by securing the minimum marks as mentioned. For this, they need to complete the course, submit assignments, and write the final-term proctored test.

12 Weeks

₹ Free

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Skills Covered:

Automation skills Robotic skills

Offered by

IIT Kharagpur via Swayam +1

Certificate

Deep Learning For Visual Computing

Deep Learning for Visual Computing course’s aim is to educate the student about the stratified recognition task. This is a free course that covers topics including visual computing, ResNet, PyTorch, Python, GoogleNet, and more.

Swayam Deep Learning for Visual Computing is an appropriate option for people who want to become deep learning scientists, get into research, computer vision engineer, AI research scientist, etc. Join this course to make a career as a software engineer, deep learning engineer, IT artificial intelligence intern, research scientist, computer scientist, etc.

The course type is ongoing and the length for this course is 12 weeks. There are no strict fee charges to enrol or study the Deep Learning for Visual Computing course, but for the certificate, the student needs to register and appear in an examination conducted in person at a chosen center. Regular assessments and one-on-one doubt clearing sessions are held by IIT-affiliated teachers.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of Python Knowledge of deep learning

Offered by

IIT Ropar (IIT-RPR) via Swayam +1

Certificate

Deep learning

Over the past few years, Deep Learning has received a lot of attention due to its wide-ranging applications in data analytics, natural language processing, and computer vision. Many professionals who are well versed in deep learning technologies have been employed by leading companies like Google, IBM, Facebook, Microsoft, and Twitter. In this Deep learning – IIT Ropar online training, you will get familiar with the building blocks of deep learning algorithms and solutions.

The Deep Learning – IIT Ropar course syllabus places a particular emphasis on neural network topics like attention mechanisms, convolutional neural networks, feed-forward neural networks, and recurrent neural networks. Various deep learning optimisation algorithms such as Nesterov Accelerated Gradient Descent, Gradient descent, Adam, AdaGrad, and RMSProp are also covered. Learning these algorithms and methods will help effectively train deep neural networks.

After completing all the lectures and assignments of the Deep Learning – IIT Ropar programme, you’ll have a robust grasp of deep learning architectures, which you can employ to carry out various computer vision and Natural Language Processing tasks. You can also test your understanding by applying for the final proctored exam. Passing this test will also grant you a certificate by Swayam, which can be used to display your skills and get lucrative jobs.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of deep learning

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