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InsemAug 20252019 patternBE Comp

Machine Learning & Data Science (MLDS) SPPU Insem Question Paper Aug 2025

All 4 questions from this SPPU insem paper, as printed. Read them here or open the PDF.

Open the PDFMost repeated MLDS questions
Subject code
410501
Pattern
2019 pattern
Exam
Insem
Session
Aug 2025
Max. marks
30
Time
1 Hour
Semester
VII
Paper code
[6580]-735

Printed for: B.E. (Computer Engineering) (Insem.)

Instructions to the candidates

  1. Answer Q1 or Q2, Q3 or Q4.
  2. Neat diagrams must be drawn wherever necessary.
  3. Figures to the right indicate full marks.
  4. Assume suitable data, if necessary.

Questions

  1. Q1

    1. a)

      What is mean by Visualizing fitting logistic regression curves? Explain in details.

      [4]
    2. b)

      Difference Between logistic regression and Poisson regression.

      Also asked:Sep 2023

      [5]
    3. c)

      Explain the terms Regression, Residuals and Regression Inference in detail.

      Also asked:Sep 2023

      [6]

  2. Q2

    1. a)

      Define Maximum likelihood estimation in logistic regression.

      [4]
    2. b)

      Explain Residuals in Statistics and there types.

      [5]
    3. c)

      What is mean by an Odd ratio? How to Interpretation of Odds and Odds ratio.

      Also asked:Sep 2023 ·Oct 2022

      [6]

  3. Q3

    1. a)

      Define ensemble and its techniques.

      [4]
    2. b)

      What is Vector Machine? Explain Support Vector Machine classification algorithm.

      Also asked:Sep 2023

      [5]
    3. c)

      What is random forest? Explain growing of random forest algorithm in detail.

      [6]

  4. Q4

    1. a)

      What is optimal separating hyperplanes? Explain with example.

      [4]
    2. b)

      Explain kernel functions and kernel selection in details.

      [5]
    3. c)

      Explain Bagging and Bootstrap ensemble methods with an example. 

      [6]