Machine Learning Techniques Unit 5 – Reinforcement Learning and Genetic Algorithms: important questions for AKTU
Unit 5 (Reinforcement Learning and Genetic Algorithms) questions that AKTU repeats most often. This unit carries about 24 marks per paper. Start with the repeated questions, then the most asked topics.
Most repeated Unit 5 questions
- Explain Genetic Algorithm cycle with suitable example. (7 marks, 2026, GA Cycle of Reproduction) – also asked in 2021, 2022, 2023
- How to Identify the reproduction cycle of genetic algorithm? Explain with suitable example. (10 marks, 2023, GA Cycle of Reproduction) – also asked in 2021, 2026
- Explain Reinforcement Learning with Markov Decision Process. (7 marks, 2026, Markov Decision Process) – also asked in 2021
Most important Unit 5 topic
- Q Learning (Unit 5: Reinforcement Learning and Genetic Algorithms) – asked 7 times in 2023, 2024, 2025, 2026
Most asked Unit 5 topics
- Q Learning – asked 7 times
- GA Cycle of Reproduction – asked 7 times
- Introduction to Reinforcement Learning – asked 6 times
More Unit 5 previous year questions
- Define Reinforcement Learning with one example. (2 marks, 2026, Introduction to Reinforcement Learning)
- What is Q-learning? (2 marks, 2026, Q Learning)
- Describe Q-Learning algorithm and its applications. (7 marks, 2026, Q Learning)
- Explain Q-Learning algorithm and Markov Decision Process. (7 marks, 2026, Q Learning)
- Describe Genetic Algorithm cycle including crossover and mutation. (7 marks, 2026, GA Cycle of Reproduction)
Unit 5 syllabus topics
- Introduction to Reinforcement Learning
- Reinforcement Learning Task
- Examples of Reinforcement Learning in Practice
- Markov Decision Process
- Q Learning
- Applications of Reinforcement Learning
- Introduction to Deep Q Learning
- Introduction to Genetic Algorithms
- Components of Genetic Algorithms
- GA Cycle of Reproduction
- Crossover
- Mutation