Machine Learning Techniques Unit 2 – Regression, Bayesian Learning and Support Vector Machine: AKTU previous year questions
12 AKTU questions from Unit 2 (Regression, Bayesian Learning and Support Vector Machine) asked in 2025–2026, tagged by marks, year and topic. In short: about 34 marks of every paper come from this unit; the most asked topic is Logistic Regression (7 times); 2 questions came back in a later year. The latest ones are listed below; on the page you can filter them by 2-mark or long questions, topic and repeats.
Unit 2 previous year questions
- State Bayes Theorem. (2 marks, 2026, Bayes Theorem)
- State any two applications of Logistic Regression. (2 marks, 2026, Logistic Regression)
- Define Support Vector Machine (SVM). (2 marks, 2026, Introduction to Support Vector Machine)
- Describe Linear Regression and Logistic Regression with differences. (7 marks, 2026, Logistic Regression)
- Describe Linear Regression and its assumptions. (7 marks, 2026, Linear Regression)
- Explain the working of Naïve Bayes Classifier with assumptions. (7 marks, 2026, Naive Bayes Classifier)
- Explain Naïve Bayes classifier with an example. (7 marks, 2026, Naive Bayes Classifier)
- Discuss the properties and issues of Support Vector Machines. (7 marks, 2026, Issues in SVM)
- Explain types of kernels used in Support Vector Machines. (7 marks, 2026, Types of Support Vector Kernels)
- Explain Bayes Optimal Classifier and Bayesian Belief Networks. (7 marks, 2026, Bayes Optimal Classifier)
- Describe the EM Algorithm with suitable example. (7 marks, 2026, Expectation-Maximization Algorithm)
- Explain the role of the sigmoid function in logistic regression. (2 marks, 2025, Logistic Regression)
Most asked Unit 2 topics
- Logistic Regression – asked 7 times
- Naive Bayes Classifier – asked 6 times
- Concept Learning – asked 5 times
Unit 2 question pattern
- 2-mark questions: 4 asked in 2025–2026
- 7-mark questions: 8 asked in 2025–2026
- About 34 marks from Unit 2 in every paper
- 2 questions were asked again in a later year
Unit 2 questions year by year
- 2026: 11 Unit 2 questions asked (62 marks across that year's papers)
- 2025: 1 Unit 2 question asked (2 marks across that year's papers)