Introduction to Data Analytics and Visualization Unit 2 – Data Analysis: important questions for AKTU
Unit 2 (Data Analysis) questions that AKTU repeats most often. This unit carries about 26 marks per paper. Start with the repeated questions, then the most asked topics.
Most repeated Unit 2 questions
- Explain regression modeling and discuss its limitations. (7 marks, 2026, Regression And Multivariate) – also asked in 2023, 2024, 2025
- Explain Bayesian modeling and in data analytics. (7 marks, 2026, Bayesian Methods) – also asked in 2023, 2024, 2025
- Compare regression modeling and Bayesian modeling. (7 marks, 2026, Regression And Multivariate) – also asked in 2024, 2025
Most important Unit 2 topic
- Regression And Multivariate (Unit 2: Data Analysis) – asked 6 times in 2023, 2024, 2025, 2026
Most asked Unit 2 topics
- Regression And Multivariate – asked 6 times
- Bayesian Methods – asked 4 times
- Search Methods – asked 3 times
More Unit 2 previous year questions
- What is regression modeling? Mention one application. (2 marks, 2026, Regression And Multivariate)
- Compare and contrast Bayesian modeling with neural networks in terms of their applications. (2 marks, 2025, Bayesian Methods)
- How do linear and nonlinear dynamics influence the accuracy of predictions? (2 marks, 2025, Time Series Analysis)
- Explain the concept of rule induction in data mining. How is it used to derive meaningful patterns from datasets? (7 marks, 2025, Search Methods)
- Critically analyze the challenges of multivariate analysis in high-dimensional datasets. How can these challenges be addressed? (7 marks, 2025, Regression And Multivariate)
Unit 2 syllabus topics
- Regression And Multivariate
- Bayesian Methods
- Support Vector Methods
- Time Series Analysis
- Neural Networks
- Fuzzy Logic
- Search Methods