Machine Learning (ML) SPPU Insem Question Paper Aug 2025
All 4 questions from this SPPU insem paper, as printed. Read them here or open the PDF.
- Subject code
- 417521
- Pattern
- 2019 pattern
- Exam
- Insem
- Session
- Aug 2025
- Max. marks
- 30
- Time
- 1 Hour
- Semester
- VII
- Paper code
- [6580]-693
Printed for: B.E. (Artificial Intelligence and Data Science) (Insem.)
Instructions to the candidates
- Answer Q1 or Q2, Q3 or Q4.
- Neat diagrams must be drawn wherever necessary.
- Figure to the right indicates full marks.
- Assume suitable data, if necessary.
Questions
Q1
- a)[5]
Describe Machine Learning and highlight its key differences from traditional programming Methods.
- b)[6]
Explain the main difference between Linear Discriminant Analysis (LDA) and Principal Component Analysis (PCA) in reducing dimensions.
- c)[4]
Write a note on Reinforcement Learning.
OR- a)
Q2
- a)[5]
What is a logical model in the context of Machine Learning?
- b)[6]
What distinguishes unsupervised learning from supervised and semi-supervised learning techniques?
- c)[4]
Explain Grouping and Grading models in a machine learning with example?
- a)
Q3
- a)[6]
- b)[4]
Differentiate between multivariate regression from univariate regression?
Also asked:Sep 2023
- c)[5]
Explain bias-variance trade-off with neat diagram.
ORQ4
- a)[6]
Which one of these is Underfit or Overfit? Why? Comment with respect to Bias and Variance.
- b)[4]
- c)[5]
List and Explain any two different types of Regression.
- a)