More on Mathematical Foundations of Generative AI PYQs
Quiz Space has 9 Mathematical Foundations of Generative AI previous year papers from the IIT Madras BS Data Science programme — 2 Quiz 1 papers, 3 Quiz 2 papers and 4 End Term papers — sat between the May 2025 term and the May 2026 term: the whole Mathematical Foundations of Generative AI question bank of 166 questions, each with its solution from the answer key. Every paper shows its first questions to anyone; sign in with Google — it is free — to see whole papers with their answers, practise them in learning mode or take them as timed mock tests on a screen laid out like the real exam. How the Mathematical Foundations of Generative AI papers are set — questions, marks, time and question types, exam by exam — is in the Mathematical Foundations of Generative AI paper guide.
| Feature | Mathematical Foundations of Generative AI PYQ at a glance |
|---|---|
| Programme | Data Science |
| Level | BS Degree Level |
| Papers | 9 |
| Questions | 166 |
| Terms | 3 |
| Latest | 13 Sept 2026 |
| Updated |
Mathematical Foundations of Generative AI Quiz 1 PYQ
2 Mathematical Foundations of Generative AI Quiz 1 papers with solutions from 2025. Quiz 1 is held at the end of week 4 of the term and covers the content of weeks 1–4.
| Paper | Term | Questions | Marks | Time | Practise |
|---|---|---|---|---|---|
| Mathematical Foundations of Generative AI Quiz 1 26 Oct 2025 | September 2025 term | 20 | 50 | 120 min | Mock test — Mathematical Foundations of Generative AI Quiz 1 26 Oct 2025 |
| Mathematical Foundations of Generative AI Quiz 1 13 Jul 2025 | May 2025 term | 20 | 50 | 120 min | Mock test — Mathematical Foundations of Generative AI Quiz 1 13 Jul 2025 |
All 2 Mathematical Foundations of Generative AI Quiz 1 papers →
Mathematical Foundations of Generative AI Quiz 2 PYQ
3 Mathematical Foundations of Generative AI Quiz 2 papers with solutions from 2025–2026. Quiz 2 is held at the end of week 8 and covers the content of weeks 1–8, with the weight on weeks 5–8.
| Paper | Term | Questions | Marks | Time | Practise |
|---|---|---|---|---|---|
| Mathematical Foundations of Generative AI Quiz 2 16 Aug 2026 | May 2026 term | 17 | 48 | 120 min | Mock test — Mathematical Foundations of Generative AI Quiz 2 16 Aug 2026 |
| Mathematical Foundations of Generative AI Quiz 2 23 Nov 2025 | September 2025 term | 15 | 50 | 120 min | Mock test — Mathematical Foundations of Generative AI Quiz 2 23 Nov 2025 |
| Mathematical Foundations of Generative AI Quiz 2 3 Aug 2025 | May 2025 term | 17 | 50 | 120 min | Mock test — Mathematical Foundations of Generative AI Quiz 2 3 Aug 2025 |
All 3 Mathematical Foundations of Generative AI Quiz 2 papers →
Mathematical Foundations of Generative AI End Term PYQ
4 Mathematical Foundations of Generative AI End Term papers with solutions from 2025–2026. The End Term exam covers the whole course, all twelve weeks, in 1.5 hours per course.
| Paper | Term | Questions | Marks | Time | Practise |
|---|---|---|---|---|---|
| Mathematical Foundations of Generative AI End Term 13 Sept 2026 | May 2026 term | 19 | 50 | 180 min | Mock test — Mathematical Foundations of Generative AI End Term 13 Sept 2026 |
| Mathematical Foundations of Generative AI End Term 21 Dec 2025 | September 2025 term | 14 | 44 | 180 min | Mock test — Mathematical Foundations of Generative AI End Term 21 Dec 2025 |
| Mathematical Foundations of Generative AI End Term 31 Aug 2025 (Set QDB1) | May 2025 term | 22 | 100 | 180 min | Mock test — Mathematical Foundations of Generative AI End Term 31 Aug 2025 set QDB1 |
| Mathematical Foundations of Generative AI End Term 31 Aug 2025 (Set QIA3) | May 2025 term | 22 | 100 | 180 min | Mock test — Mathematical Foundations of Generative AI End Term 31 Aug 2025 set QIA3 |
All 4 Mathematical Foundations of Generative AI End Term papers →
Mathematical Foundations of Generative AI PYQ solutions and answer keys
Every Mathematical Foundations of Generative AI question comes with its solution from the official answer key, and its explanation where one has been written. Sign in with Google to see them: in learning mode, question by question, or after a timed mock test, with every mark explained.
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Mathematical Foundations of Generative AI is a BS Degree Level course of the IIT Madras BS in Data Science and Applications programme. Also see every Quiz 1 paper across subjects.