SWAYAM AI courses let any Indian student learn artificial intelligence from IIT and IISc faculty for free. The government platform now lists more than 110 AI-related courses, with over 41.2 lakh enrolments so far. The learning costs nothing. You pay only if you want a proctored exam and a certificate, and some courses can even count towards your college degree.
Key Facts at a Glance
- SWAYAM is the Ministry of Education’s free online course platform. Cumulative enrolments across all subjects have passed 6 crore, according to a Ministry update reported in August 2026.
- The State of AI in Indian School Education Annual Report 2026 says SWAYAM offers 110+ AI-related courses from IITs and IISc, with more than 41.2 lakh cumulative enrolments.
- Watching lectures and doing assignments is free. NPTEL charged Rs 1,000 per exam for its January 2026 courses, with a 50% waiver for SC/ST candidates and eligible PwD candidates.
- Under UGC’s 2021 SWAYAM regulations, universities can award up to 40% of a programme’s credits through SWAYAM courses.
- More than 450 universities had adopted the SWAYAM credit transfer framework by July 2026.
- IIT Madras’s SWAYAM Plus runs beginner “AI for All” courses, including six launched in Hindi in January 2026, each 25 to 45 hours long.
What Is SWAYAM, and Why Use It to Learn AI?
SWAYAM is India’s national platform for free online courses, run by the Ministry of Education at swayam.gov.in. It hosts courses from IITs, IIMs, central universities and national bodies such as NPTEL, UGC and IGNOU. Anyone can join. You don’t need to be enrolled in college, and you don’t need to pay to start.
The scale is large. According to a Ministry of Education update reported by Careers360 on 10 August 2026, SWAYAM has crossed 6 crore cumulative enrolments and more than 20,000 course runs since it launched.
For AI specifically, the State of AI in Indian School Education Annual Report 2026 says SWAYAM “offers 110+ AI-related courses from IITs and IISc, with over 41.2 lakh cumulative student enrolments.” The report describes SWAYAM as a fallback for students whose schools don’t yet teach AI. The report doesn’t give a date for that figure, so treat it as an approximate count.
Why does this matter? SWAYAM gives you lectures from the same IIT professors who teach on campus, at no cost, on your own schedule.
Three Names You’ll See: SWAYAM, NPTEL and SWAYAM Plus
The three names are linked but not the same, and knowing the difference saves confusion when you search for courses.
- SWAYAM is the main government platform. It hosts courses from several “national coordinators,” which are the bodies that design and run them.
- NPTEL (National Programme on Technology Enhanced Learning) is run by the IITs and IISc. It is the biggest coordinator for engineering, science and technical courses, including most of the serious AI and machine learning courses. NPTEL courses usually run for 4, 8 or 12 weeks, with a proctored exam at the end.
- SWAYAM Plus is an IIT Madras-led platform focused on job-ready and industry-linked skills. Its “AI for All” courses are aimed at beginners and non-engineers.
In practice: if you want a gentle, applied start, look at SWAYAM Plus. If you want a rigorous, college-level AI course, look at NPTEL.
Which SWAYAM AI Courses Can Students Take?
The options range from short beginner modules to 12-week IIT courses that need maths and programming. Course offerings change every semester, so check the portal for current dates. The examples below come from official announcements and course listings.
Beginner courses: SWAYAM Plus “AI for All”
In January 2026, IIT Madras’s SWAYAM Plus launched six AI courses in Hindi. Each runs 25 to 45 hours, needs no prior AI or coding knowledge, and is free to access. The certificate is optional and paid, and needs an online proctored exam you can take from anywhere.
- AI in Physics and AI in Chemistry: aimed at undergraduate and postgraduate students and faculty.
- AI in Accounting: aimed at commerce and management learners.
- AI/ML using Python: a foundational programming course.
- Cricket Analytics with AI: a sports-data course.
- AI for Educators: for teachers and aspiring teachers.
SWAYAM Plus has also announced beginner courses called AI for Aspiring Engineers, AI for Administrators and Prompt Engineering. Check the SWAYAM Plus site for current fees and dates before you sign up.
For non-technical students, India Today reported in January 2026 that SWAYAM listed a four-module “AI for Daily Productivity” course from FLAME University, free to learn with a paid exam for the certificate.
College-level courses: NPTEL
NPTEL’s AI courses are full semester-style courses taught by IIT faculty. Two long-running examples:
- An Introduction to Artificial Intelligence by Prof. Mausam, IIT Delhi. 12 weeks. Meant for undergraduate computer science students, with data structures and probability as prerequisites.
- Fundamentals of Artificial Intelligence by Prof. Shyamanta M. Hazarika, IIT Guwahati. 12 weeks. Aimed at final-year B.Tech, M.Tech and PhD students, with probability and linear algebra as prerequisites.
NPTEL also runs related courses in machine learning, deep learning and data analytics with Python. These are not beginner courses. If you haven’t studied probability or programming, you will struggle. Do a foundation course first.
Is Learning AI on SWAYAM Really Free?
Yes, learning on SWAYAM is free, but the certificate usually isn’t. You can watch every lecture, read the material and submit assignments without paying. You pay only if you want to sit the proctored exam that leads to a certificate.
What the exam costs
For NPTEL’s January 2026 courses, the exam fee was Rs 1,000 per exam if paid before the deadline, with a late fee after that. SC/ST candidates and PwD candidates with more than 40% disability got a 50% fee waiver on uploading the relevant certificate. Fees for other coordinators can differ, so check each course page.
How the certificate is earned
NPTEL’s final score is usually 25% from weekly assignments and 75% from the proctored exam. Courses also set minimum scores. For example, the January 2026 Data Analytics with Python course asked learners to check that their average assignment score was at least 40 out of 100. Read the “certificate criteria” on your course’s announcement page in the first week.
Here’s what that means for you. Skipping assignments and hoping to pass on exam day alone is risky. Treat the weekly assignments as part of your grade.
Can These Courses Count Towards Your Degree?
Yes, if your university accepts them. Under the UGC (Credit Framework for Online Learning Courses through SWAYAM) Regulations, 2021, a university can award up to 40% of a programme’s credits through SWAYAM courses. More than 450 universities had adopted the framework by July 2026.
A UGC FAQ reported on 5 January 2026 sets out how it works:
- You complete a credit-bearing SWAYAM course and pass its exam.
- You apply to your own (parent) university to transfer the credits.
- Your university checks the result and decides, based on its own rules.
- Universities can run exams online with proctoring, offline at centres, through continuous internal assessment, or a mix.
Before you start, ask your college’s SWAYAM or MOOCs coordinator which courses it accepts for credit. Many colleges publish an approved list each semester. Don’t assume every course will count.
How to Choose the Right AI Course for You
The right course depends on your stream, your maths background and why you want to learn AI. Here’s a simple way to decide.
If you’re in Class 11 or 12, or have never studied AI
Start with a short AI literacy course before any IIT-level course. The government’s free YUVA AI for All course (about 4.5 hours) is one option. Then try a SWAYAM Plus beginner course, such as Prompt Engineering, to practise using AI tools properly.
If you’re a commerce, arts or management student
Pick an applied course that matches your field, such as AI in Accounting or AI for Daily Productivity. You’ll learn how AI is used in your subject without needing to code.
If you’re a science student
AI in Physics or AI in Chemistry from SWAYAM Plus connects AI to what you already study. If you plan to move into data science later, add AI/ML using Python.
If you’re an engineering or computer science student
Go for NPTEL’s 12-week courses, such as An Introduction to Artificial Intelligence (IIT Delhi) or Fundamentals of Artificial Intelligence (IIT Guwahati). Check the prerequisites first. If your probability or linear algebra is weak, take an NPTEL maths course in the same semester or the one before.
NPTEL’s Data Analytics with Python, offered in the January 2026 semester, is a useful companion course. Most real AI work starts with cleaning, exploring and visualising data, so these skills pay off in internships and final-year projects even before you build your first model.
If you learn better in Hindi
The January 2026 SWAYAM Plus batch was taught fully in Hindi. Look for “AI for All” Hindi courses on the SWAYAM Plus site.
How to Enrol on SWAYAM
Enrolment is quick. The general steps are:
- Go to swayam.gov.in (or onlinecourses.nptel.ac.in for NPTEL, or the SWAYAM Plus site for AI for All courses).
- Sign up with your email or mobile number.
- Search for “artificial intelligence,” “machine learning” or a specific course name.
- Open the course page and check the start date, duration, prerequisites and exam date.
- Click “Join” or “Enrol.” This is free.
- If you want a certificate, register and pay for the exam before the deadline shown on the course announcements page.
NPTEL runs two main semesters each year, one starting around January and one around July. In July 2026, NPTEL opened enrolment for 1,054 courses for the July–December 2026 semester. Watch the portal for the next semester’s list; dates are only confirmed when it is published.
How to Actually Finish (and Make It Count)
Free courses are easy to start and just as easy to drop. A few habits help you get to the end.
- Take one course at a time. A 12-week NPTEL course alongside college exams is plenty.
- Block a fixed weekly slot. NPTEL releases content week by week, and assignments have deadlines. Two fixed sessions a week is easier than catching up.
- Register for the exam early if you want the certificate. A fixed exam date gives your weekly study a deadline to work towards.
- Build one small project. A certificate shows you finished a course. A project shows you can use it. Try a simple model on a public dataset, or an AI-assisted analysis in your own subject, and put it on GitHub or in your portfolio.
- Use AI tools carefully while learning AI. Use a chatbot to explain a concept you’re stuck on, not to complete your graded assignments. The exam is proctored, so you need to understand the material yourself.
What to Watch Out For
SWAYAM is a strong free option, but it has limits worth knowing before you start.
- Course lists change. A course offered last semester may not run this semester. Check before planning around it.
- Device and internet access. The same State of AI report cites UNESCO estimates that only about 27% of Indian students have consistent access to internet-enabled devices.
- Exam centres. NPTEL exams are often in-person at designated centres. Check that a centre near you is listed before paying.
- Credits aren’t automatic. Your university decides whether a course counts. Get it in writing from your MOOCs coordinator.
- Similar names cause confusion. Several government courses use “AI for All” or similar titles. Check the provider and dates on the official page.
Frequently Asked Questions
Q. Are SWAYAM AI courses free?
Ans. Yes. Watching lectures and submitting assignments on SWAYAM is free. You pay only for the optional proctored exam and certificate, which cost Rs 1,000 per exam for NPTEL’s January 2026 courses.
Q. Is a SWAYAM or NPTEL certificate valid for jobs?
Ans. A SWAYAM or NPTEL certificate is a recognised government-backed credential that shows you passed a proctored exam set by institutions such as the IITs. Employers value it more when you pair it with a project that shows you can apply the skills.
Q. Can I transfer SWAYAM credits to my college?
Ans. Yes, if your university accepts the course. UGC’s 2021 regulations allow up to 40% of a programme’s credits to come from SWAYAM courses, but your parent university approves each transfer under its own rules.
Q. Can school students take SWAYAM AI courses?
Ans. Yes. Anyone can register on SWAYAM. Class 11 and 12 students should start with beginner courses, such as SWAYAM Plus AI for All courses, because most NPTEL AI courses assume college-level maths.
Q. Which SWAYAM AI course is best for beginners?
Ans. For complete beginners, a SWAYAM Plus “AI for All” course such as Prompt Engineering or AI/ML using Python is a good start. Students with probability and programming background can move on to NPTEL’s 12-week IIT courses on AI fundamentals.
Next Steps
SWAYAM AI courses are one of the cheapest ways for Indian students to learn AI from IIT faculty. This week, create a free SWAYAM account, shortlist one course that matches your stream, and ask your college whether it counts for credit. Course lists and fees change each semester, so check the official pages before you enrol, and check back here for updates on new AI courses.