Machine Learning Techniques Unit 1 – Introduction: AKTU previous year questions
12 AKTU questions from Unit 1 (Introduction) asked in 2025–2026, tagged by marks, year and topic. In short: about 17 marks of every paper come from this unit; the most asked topic is Types of Learning (13 times); 5 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 1 previous year questions
- Define Machine Learning and list its different types. (2 marks, 2026, Types of Learning)
- Define Machine Learning. (2 marks, 2026, Learning)
- Explain the concept of well-defined learning problem with suitable example. (2 marks, 2026, Well-Defined Learning Problems)
- What is a well-defined learning problem? (2 marks, 2026, Well-Defined Learning Problems)
- Explain the design of a learning system with a suitable example. (7 marks, 2026, Designing a Learning System)
- Explain types of learning in Machine Learning with suitable examples. (7 marks, 2026, Types of Learning)
- Explain various Machine Learning approaches such as ANN, Clustering, and Reinforcement Learning. (7 marks, 2026, Introduction to Machine Learning Approaches)
- Discuss issues in Machine Learning and differentiate between Data Science and Machine Learning. (7 marks, 2026, Data Science versus Machine Learning)
- What constitutes a well-defined learning problem in machine learning? Give an example. (2 marks, 2025, Well-Defined Learning Problems)
- Differentiate between supervised and unsupervised learning. (2 marks, 2025, Types of Learning)
- What is the role of the hypothesis in a learning system? (2 marks, 2025, Designing a Learning System)
- How does machine learning differ from data science, and how do they complement each other? (2 marks, 2025, Data Science versus Machine Learning)
Most asked Unit 1 topics
- Types of Learning – asked 13 times
- Well-Defined Learning Problems – asked 6 times
- Designing a Learning System – asked 4 times
Unit 1 question pattern
- 2-mark questions: 8 asked in 2025–2026
- 7-mark questions: 4 asked in 2025–2026
- About 17 marks from Unit 1 in every paper
- 5 questions were asked again in a later year
Unit 1 questions year by year
- 2026: 8 Unit 1 questions asked (36 marks across that year's papers)
- 2025: 4 Unit 1 questions asked (8 marks across that year's papers)