B.TechSemester 52023-24Mathematical Foundation Ai Ml And Data ScienceKAI051

Mathematical Foundation Ai Ml And Data Science (KAI051) - AKTU Question Paper 2023-24

B.Tech · Semester 5 · Free PDF Download

This is the official AKTU Mathematical Foundation Ai Ml And Data Science Previous Year Question Paper for B.Tech Semester 5, academic session 2023-24. Published by Dr. A.P.J. Abdul Kalam Technical University (AKTU/UPTU), Lucknow. Free PDF download — no login required.

Course:B.Tech
Semester:Semester 5
Session:2023-24
University:AKTU / UPTU

Rate this paper

Questions Asked in 2023-24

Mathematical Foundation Ai Ml And Data Science (KAI051) — complete question paper · 100 marks · 3 Hours

Section AAttempt all q u e s t i o n s i n b r i e f . 2x10 = 20
  • a
    Explain the reading and in terpretation of bar graphs. 1
  • b
    Using Chebyshev’s inequality, calculate the percentage of observations that would fall outside 3 standard deviations of the mean. (iii) 90%
  • c
    Discuss the need of sampling. 2
  • d
    Explain the use of chi squar e test in hypothesis testing. 2
  • e
    Briefly explain Gibbs sampling. 3
  • f
    Interpret the need of r andom number generator. 3
  • g
    Discuss vector space. 4
  • h
    Explain linear independence. 4 (i) Differentiate between symme tric matrix and anti symmetric matrix. 5 (j) Discuss eigen value and eigen vectors. 5
Section BAttempt any three o f t h e f o l l o w i n g : 10x3 = 30
  • a
    The following table shows the number of Maruti car sold by five dealers in a particular month: Dealer Saya Bagga Links motors Bhasin Motors Competent Cars Sold Represent the above information by a bargraph
  • b
    Discuss Central limit theorem with applications. 2
  • c
    Explain Metropolis H astings algorithm. 3
  • d
    Explain the proof of Cauchy-schwarz Inequality. 4
  • e
    Explain orthogonal diagonaliza tion with the help of an example. 5
Section CAttempt any one p a r t o f t h e f o l l o w i n g : 10x1 = 10
  • a
    Three persons A,B,C have applied for a job in a private com pany. The chance of their selections is in the ration of 1:2:4. The proba bilities that A,B and C can introduce changes to improve the profits of the c ompany are 0.8, 0.5 and 0.3 respectively. If the change does not take place, find th1 probability that it is due to the appointment of C. MATHEMATICAL FOUNDATION AI , ML AND DATA SCIENCE
  • b
    Determine the mean and variance of the random variable X ha ving the following probability distribution
  • a
    Calculate the ANOVA coeffi cient for the following data: Plant Numbe r A v e r a ge Span S Hibiscus 5 12 2 Marigold 5 16 1 Rose 5 20 4
  • b
    Discuss the steps involve d in dimensionality reduction using PCA. 2
  • a
    Explain the Joint dist ributions mentioned below: (i) Discrete Joint Distributions. (ii) Continuous Joint distributions. (iii) Multinomial Distribution
  • b
    The breakdown of ages of all visitors to a convention is gi ven in the table below. Fabine wants to take a stratified sample of the visitors at the convention She choses a sample size of 80. Calculate how many people she w ill need to sample from each age group. ge Number of people
  • a
    Explain the Gram Schmidt Process. 4
  • b
    Explain how to find a basis of vector space. 4
  • a
    Diagonalize the matrix
  • b
    Show that the transformation T: V 2(R) → V2(R) defined by T(a, b) =
  • a
    + b, a) ∀ a, b ∈ R is a linear transformation

Question text is extracted from the official AKTU question paper PDF above. Hindi translations are omitted — every question is printed in English in the original paper. Last verified: 2026-08-23.

Mathematical Foundation Ai Ml And Data Science — Other Year Papers

AKTU Mathematical Foundation Ai Ml And Data Science PYQs from other sessions

Syllabus & More PYQs

Paper solve karne se pehle unit-wise syllabus dekh lo