Indian Institute of Technology Madras
BS Degree Programme · Examination & Study Paper
Machine Learning Foundations
Lagrange multipliers & KKT
Examination Instructions & Guidelines
- Solve on notebook/paper first before checking solutions.
- MCQ: Exactly 1 option is correct. Negative marking applies.
- MSQ: One or more options correct. Select all to score.
- NAT: Numerical response. No negative marking.
- Scientific calculator allowed for all calculations.
- Official answer key is sealed at the end of this sheet.
End Term · 31 Aug 2025 (FN)End Term
- Q1NAT4 Marks·Write the number
Your answer: Read the passage below, then answer Q2–Q5
Q2MCQ2 Marks·Choose one optionLet A = (x, y) be a point in the set S which is closest to the origin. Choose the correct Primal optimization problem from the following.
- A

- B

- C

- D

- A
- Q3MCQ2 Marks·Choose one option
Which of the following options is/are true ?
- A

- B

- C

- D

- E

- A
- Q4MSQ2 Marks·Choose all correct options
Which of the following options is /are true?
- AS is a convex set.
- BThe objective function of the Primal optimization problem (with respect to the answer of question no 11) is a convex function.
- CThe objective function of the Primal optimization problem(with respect to the answer of question no 11) is a concave function.
- DNone of these.
- Q5NAT3 Marks·Write the number
Your answer:
End Term · 31 Aug 2025 (AN)End Term
- Q6NAT4 Marks·Write the number
Your answer: Read the passage below, then answer Q7–Q10
Q7MCQ2 Marks·Choose one optionLet A = (x, y) be a point in the set S which is closest to the origin. Choose the correct Primal optimization problem from the following.
- A

- B

- C

- D

- A
- Q8MSQ2 Marks·Choose all correct options
Which of the following options is/are true?
- A

- B

- C

- D

- E

- A
- Q9NAT3 Marks·Write the number
If A = (x, y) is the closest point to the origin, then find the value of 3x − y.
Your answer: - Q10MSQ2 Marks·Choose all correct options
Which of the following options is/are true ?
- AS is a convex set.
- BThe objective function of the Primal optimization problem part (A) is a convex function.
- CThe objective function of the Primal optimization problem part (A) is a concave function.
- DNone of these
Quiz 2 · 3 Aug 2025 (AN)Quiz 2
- Q11NAT3 Marks·Write the number
Your answer:
End Term · 13 Apr 2025 (FN)End Term
- Q12MSQ4 Marks·Choose all correct options

- A

- B

- C

- D

- A
Read the passage below, then answer Q13–Q15

Based on the above data, answer the given subquestions.
Q13MSQ2 Marks·Choose all correct optionsWhich of the following statements correctly represents the Karush-Kuhn-Tucker (KKT) conditions for the given optimization problem?
- A

- B

- C

- D

- A
- Q14MSQ3 Marks·Choose all correct options
Which of the following statements are correct based on the KKT conditions and the solution to the optimization problem?
- A

- B

- C

- D

- A
- Q15NAT3 Marks·Write the number
Your answer:
End Term · 22 Dec 2024 (FN)End Term
- Q16MSQ4 Marks·Choose all correct options

- A

- B

- C

- D

- A
Read the passage below, then answer Q17–Q19

Based on the above data, answer the given subquestions
Q17MCQ2 Marks·Choose one option
- A

- B

- C

- D

- A
- Q18MCQ3 Marks·Choose one option

- A

- B

- C

- D

- A
- Q19NAT1 Mark·Write the number
Your answer:
End Term · 22 Dec 2024 (AN)End Term
Read the passage below, then answer Q20–Q22

Based on the above data, answer the given subquestions.
Q20MCQ2 Marks·Choose one option
- A

- B

- C

- D

- A
- Q21MCQ3 Marks·Choose one option

- A

- B

- C

- D

- A
- Q22NAT1 Mark·Write the number
Your answer: - Q23MSQ4 Marks·Choose all correct options

- A

- B

- C

- D

- A