Machine Learning Techniques Unit 1 – Introduction: important questions for AKTU
Unit 1 (Introduction) questions that AKTU repeats most often. This unit carries about 17 marks per paper. Start with the repeated questions, then the most asked topics.
Most repeated Unit 1 questions
- Compare regression, classification and clustering in machine learning along with suitable real-life applications. (7 marks, 2025, Types of Learning) – also asked in 2021, 2023
- Compare and contrast supervised, unsupervised, and reinforcement learning. Provide examples where each type is applicable. (7 marks, 2025, Types of Learning) – also asked in 2024
- Compare and contrast supervised, unsupervised, and reinforcement learning approaches in machine learning. (10 marks, 2024, Types of Learning) – also asked in 2025
Most important Unit 1 topic
- Types of Learning (Unit 1: Introduction) – asked 13 times in 2021, 2022, 2023, 2024, 2025, 2026
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
More 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)
Unit 1 syllabus topics
- Learning
- Types of Learning
- Well-Defined Learning Problems
- Designing a Learning System
- History of Machine Learning
- Introduction to Machine Learning Approaches
- Issues in Machine Learning
- Data Science versus Machine Learning