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Mathematical Foundations of Generative AI paper guide: how IITM BS Mathematical Foundations of Generative AI papers are set

9 papers · 166 questions · 2025–2026

Mathematical Foundations of Generative AI papers, exam by exam

Worked out from 9 Mathematical Foundations of Generative AI papers of the IIT Madras BS degree, 2025–2026 — Quiz 1, Quiz 2 and End Term — and their 166 questions: how long each exam is, how many marks it carries, which kinds of question it asks and how often a wrong answer costs marks. Every paper is on Mathematical Foundations of Generative AI PYQs, with its answer key and as a timed mock test.

FeatureMathematical Foundations of Generative AI papers at a glance
Papers9
Questions166
Exams3
Years2025–2026
Negative markingNone in these papers

A typical Mathematical Foundations of Generative AI paper, by exam

A typical Mathematical Foundations of Generative AI paper, by exam
ExamPapersQuestionsMarksTimeQuestion types
Mathematical Foundations of Generative AI Quiz 122050120 min78% MCQ, 18% numerical, 5% MSQ
Mathematical Foundations of Generative AI Quiz 231750120 min45% MCQ, 39% numerical, 16% MSQ
Mathematical Foundations of Generative AI End Term42175180 min71% MCQ, 16% numerical, 13% MSQ

The middle value of each exam’s papers; a sitting can differ by a question or two.

Question types in Mathematical Foundations of Generative AI

Question types in Mathematical Foundations of Generative AI
Question typeQuestionsShare
Single choice (MCQ)10865%
Multiple choice (MSQ)2012%
Numerical answer3823%

Most Mathematical Foundations of Generative AI questions carry 2, 3 or 5 marks. None carries negative marks in its paper.

What each Mathematical Foundations of Generative AI exam covers

What each Mathematical Foundations of Generative AI exam covers
ExamWhat it covers
Quiz 1Quiz 1 is held at the end of week 4 of the term and covers the content of weeks 1–4.
Quiz 2Quiz 2 is held at the end of week 8 and covers the content of weeks 1–8, with the weight on weeks 5–8.
End TermThe End Term exam covers the whole course, all twelve weeks, in 1.5 hours per course.

How to practise Mathematical Foundations of Generative AI

  • Start with the newest papers of the exam you are sitting: every Mathematical Foundations of Generative AI paper, by exam and year.
  • Open a paper in learning mode to see each answer and its explanation as you go.
  • A few days before the exam, take one as a timed mock test: it is marked the moment you submit, with the paper’s own marks and negative marks.
  • Check your answers against the answer keys, then review the questions you got wrong.

Latest Mathematical Foundations of Generative AI papers

Latest Mathematical Foundations of Generative AI papers
PaperExamTermQuestionsMarksTimePractise
Mathematical Foundations of Generative AI End Term 13 Sept 2026End TermMay 2026 term1950180 minMock test — Mathematical Foundations of Generative AI End Term 13 Sept 2026
Mathematical Foundations of Generative AI Quiz 2 16 Aug 2026Quiz 2May 2026 term1748120 minMock test — Mathematical Foundations of Generative AI Quiz 2 16 Aug 2026
Mathematical Foundations of Generative AI End Term 21 Dec 2025End TermSeptember 2025 term1444180 minMock test — Mathematical Foundations of Generative AI End Term 21 Dec 2025
Mathematical Foundations of Generative AI Quiz 2 23 Nov 2025Quiz 2September 2025 term1550120 minMock test — Mathematical Foundations of Generative AI Quiz 2 23 Nov 2025
Mathematical Foundations of Generative AI Quiz 1 26 Oct 2025Quiz 1September 2025 term2050120 minMock test — Mathematical Foundations of Generative AI Quiz 1 26 Oct 2025
Mathematical Foundations of Generative AI End Term 31 Aug 2025 (Set QDB1)End TermMay 2025 term22100180 minMock 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)End TermMay 2025 term22100180 minMock test — Mathematical Foundations of Generative AI End Term 31 Aug 2025 set QIA3
Mathematical Foundations of Generative AI Quiz 2 3 Aug 2025Quiz 2May 2025 term1750120 minMock test — Mathematical Foundations of Generative AI Quiz 2 3 Aug 2025

Frequently asked questions

How many questions are in the IITM BS Mathematical Foundations of Generative AI Quiz 1?

A typical Mathematical Foundations of Generative AI Quiz 1 has 20 questions for 50 marks in 120 minutes, going by its 2 papers here. See every Mathematical Foundations of Generative AI Quiz 1 paper.

How many questions are in the IITM BS Mathematical Foundations of Generative AI Quiz 2?

A typical Mathematical Foundations of Generative AI Quiz 2 has 17 questions for 50 marks in 120 minutes, going by its 3 papers here. See every Mathematical Foundations of Generative AI Quiz 2 paper.

How many questions are in the IITM BS Mathematical Foundations of Generative AI End Term?

A typical Mathematical Foundations of Generative AI End Term has 21 questions for 75 marks in 180 minutes, going by its 4 papers here. See every Mathematical Foundations of Generative AI End Term paper.

Is there negative marking in IITM BS Mathematical Foundations of Generative AI?

None of the 166 Mathematical Foundations of Generative AI questions here carries negative marks in its paper, so an unanswered question and a wrong one both score zero.

What types of questions come in IITM BS Mathematical Foundations of Generative AI?

Across every Mathematical Foundations of Generative AI paper here: 65% MCQ, 23% numerical, 12% MSQ. Most questions carry 2, 3 or 5 marks.