SWAYAM Free AI Certification Guide (2026): Top 10 Free IIT Courses & ₹1,000 Exam Process Step-by-Step Enrollment

TL;DR: The Government of India’s SWAYAM portal offers free Artificial Intelligence and Machine Learning courses taught by faculty from IITs and IISc. Accessing video lectures, reading materials, and weekly assignments costs ₹0. To earn a government-recognized, credit-eligible certificate, you only pay a ₹1,000 fee for a proctored in-person exam.

Quick Answer

SWAYAM is an initiative by the Ministry of Education, Government of India, offering university-level AI courses for free. Anyone in India can register on swayam.gov.in, take 8 to 12-week courses from IIT Madras, IIT Kharagpur, or IISc, and submit weekly assignments without paying tuition. Paying a nominal fee of ₹1,000 allows you to sit for an offline proctored exam and secure an official certificate.

Last verified: January 2026 — Verified against Ministry of Education portal guidelines, NPTEL exam fee schedules, and UGC credit transfer regulations.

Key Data Points & Verification

To verify the utility and structure of SWAYAM AI certifications in 2026, review these official statistics:

1. 3.5 Crore+ Enrolments: SWAYAM and NPTEL combined have registered over 35 million course enrolments, with AI and data science courses consistently holding top enrollment numbers (Source: Ministry of Education Portal Statistics, 2026).
2. 40% Credit Transfer: The University Grants Commission (UGC) permits recognized Indian universities to allow students to transfer up to 40% of their total semester credits per degree via SWAYAM online courses (Source: UGC Gazette Notification on Online Learning Credit Framework).
3. ₹1,000 Fixed Exam Fee: The proctored exam fee across NPTEL and SWAYAM National Coordinators remains capped at ₹1,000 per subject, with a 50% refund available for eligible SC/ST/PwD categories (Source: NPTEL Official Candidate Information Bulletin, 2026).

Why Choose SWAYAM for AI Certification in 2026?

Private online academies frequently charge ₹30,000 to ₹1,500,000 for introductory Artificial Intelligence certifications. SWAYAM removes financial barriers by granting direct access to lecture halls at India’s top engineering institutions.

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Top 10 Free AI Courses on SWAYAM (2026)

These courses cover everything from baseline Python programming to advanced Deep Learning models:

1. Introduction to Artificial Intelligence (IIT Delhi / NPTEL)

• Duration: 12 Weeks
• Level: Beginner to Intermediate
• Key Topics: State space search, heuristic strategies, game playing, and logic knowledge representation.

2. Deep Learning (IIT Ropar / NPTEL)

• Duration: 12 Weeks
• Level: Advanced
• Key Topics: Feedforward neural networks, convolutional networks (CNNs), recurrent neural networks (RNNs), and Transformers.

3. Data Science for Engineers (IIT Madras)

• Duration: 8 Weeks
• Level: Beginner
• Key Topics: R programming, linear algebra, hypothesis testing, and foundational predictive modeling.

4. Practical Machine Learning with TensorFlow (IIT Madras)

• Duration: 8 Weeks
• Level: Intermediate
• Key Topics: Neural network building, image classification, model training optimization, and TensorFlow implementation.

5. Natural Language Processing (IIT Kharagpur)

• Duration: 12 Weeks
• Level: Advanced
• Key Topics: Text processing, language modeling, sentiment analysis, machine translation, and Large Language Model (LLM) fundamentals.

6. Reinforcement Learning (IIT Madras)

• Duration: 12 Weeks
• Level: Advanced
• Key Topics: Markov Decision Processes, Q-Learning, Policy Gradients, and Multi-Agent RL systems.

7. AI: Knowledge Representation and Reasoning (IIT Madras)

• Duration: 12 Weeks
• Level: Intermediate
• Key Topics: First-order logic, resolution principles, default logic, and ontologies.

8. Applied AI for Real-World Problems (IIT Mandi)

• Duration: 8 Weeks
• Level: Intermediate
• Key Topics: Computer vision applications, voice synthesis, industrial automation, and sensor data processing.

9. Python for Data Science and AI (IIT Madras)

• Duration: 4 Weeks
• Level: Absolute Beginner
• Key Topics: NumPy, Pandas, Matplotlib, handling CSV datasets, and baseline predictive algorithms.

10. Ethics in Artificial Intelligence (IIT Hyderabad)

• Duration: 4 Weeks
• Level: All Levels
• Key Topics: Algorithmic bias, privacy frameworks, Indian DPDP Act compliance, and responsible AI governance.

Essential Learning Tools and Recommended Resources

To complete weekly coding assignments and run deep learning models smoothly, you need suitable study gear and software tools:

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When building your machine learning models, deploying your projects online helps build a visible portfolio for recruiters. Using Hostinger India lets students host custom Python Web APIs and portfolio pages affordably. Furthermore, tools like Writesonic help summarize lengthy research papers and structure clean project documentation for your course submissions.

Step-by-Step SWAYAM AI Enrollment Process

Follow these steps to sign up and enroll in any AI course:

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[Visit swayam.gov.in] ➔ [Create / Sign In Account] ➔ [Search AI Course] ➔ [Click 'Enroll'] ➔ [Access Study Dashboard]

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Step 1: Create a SWAYAM Account

1. Open your Web browser and visit https://swayam.gov.in/.
2. Click Sign In / Register at the top right corner.
3. Choose to log in via your Google Account, Microsoft Account, or National Academic Depository (NAD) / DigiLocker credentials.
4. Complete your user profile by adding your full legal name, phone number, and address (make sure your name matches your official ID card for certificate issuance).

Step 2: Browse and Select Your AI Course

1. Click on Course Catalog in the primary navigation bar.
2. In the search box, type keywords like "Artificial Intelligence", "Machine Learning", or "Deep Learning".
3. Filter by National Coordinator (Select NPTEL or CEC for top tech courses).
4. Review the course page to verify start dates, enrollment deadlines, duration, and the host IIT institute.

Step 3: Complete Enrollment

1. On the selected course details page, click the red Enroll button.
2. Select whether you are a Student, Faculty, or Employed Professional.
3. If you are a university student, select your college from the dropdown menu to enable future credit transfers under UGC regulations.
4. Accept the terms and submit. You will instantly receive a confirmation email and access to the course portal.

SWAYAM Grading Strategy & Certificate Calculations

SWAYAM follows a strict evaluation structure. To calculate your eligibility for a certificate, use the standard NPTEL formula:

• Assignment Score (25% Weightage): Average of the top 6 or 8 weekly online assignments.
• Proctored Exam Score (75% Weightage): Score achieved in the in-person written/computer-based test.

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Total Score = (Average Assignment Score × 0.25) + (Proctored Exam Score × 0.75)

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Certificate Criteria:

• Total Score must be ≥ 40% AND
• Assignment Score must be ≥ 10/25 AND
• Proctored Exam Score must be ≥ 30/75.

If you miss either individual threshold, you will not receive a certificate even if your overall total score is above 40%.

To calculate your required marks and target certificate tiers (Pass, Elite, Elite + Silver, Elite + Gold), use our Free Interactive Smart Calculators & Decision Tools Hub. It lets you plug in your weekly assignment scores to figure out exactly what score you need on your final exam to pass with honors.

How the In-Person Proctored Exam Works

1. Exam Registration Window: Roughly 4 to 6 weeks after the course begins, an exam registration form opens on the SWAYAM portal.
2. Fee Payment: Pay the ₹1,000 exam fee per course using UPI, Net Banking, or Debit Card.
3. City Selection: Select up to 3 preferred exam cities. NPTEL conducts tests in over 150 cities across India via TCS iON centers.
4. Admit Card Download: Download your hall ticket 10 to 14 days before the exam date.
5. Exam Day: Visit the assigned test center with a printed admit card and a original government ID card (Aadhaar Card, Voter ID, or Passport).

What to Do If You Encounter Technical or Exam Issues

If you run into issues during enrollment, fee payment, or score discrepancies, follow this escalation process:

1. Payment Failures during Exam Registration: If your ₹1,000 fee is deducted but shows as unpaid, wait 24 hours for automatic reconciliation. If unresolved, log a query under the NPTEL Payment Helpdesk ticket system.
2. Assignment Score Disputes: Post your query in the course's internal Discussion Forum within 7 days of score publication. Course TAs (Teaching Assistants) from the respective IIT review and address assignment grading issues.
3. Certificate Printing / Name Errors: Raise a ticket on the NPTEL support portal (support@nptel.iitm.ac.in) before the final digital certificate generation deadline.
4. Nodal Grievance Escalation: If regional support fails to reply within 5 working days, submit a formal grievance on the CPGRAMS portal (pgportal.gov.in`) selecting the Ministry of Education.

Official Sources & Reference Links

• SWAYAM Official Portal: https://swayam.gov.in
• NPTEL Portal & Exam Schedule: https://nptel.ac.in
• UGC Online Credit Regulations: https://www.ugc.gov.in
• Ministry of Education Digital India Drive: https://www.education.gov.in

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Frequently Asked Questions

Are SWAYAM AI courses completely free to join?

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