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Artificial Intelligence Unit 5 – Applications: AKTU previous year questions

16 AKTU questions from Unit 5 (Applications) asked in 2023–2026, tagged by marks, year and topic. In short: about 27 marks of every paper come from this unit; the most asked topic is Natural Language Processing (6 times); 10 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 5 previous year questions

  • Explain the concept of speech recognition. (2 marks, 2026, Natural Language Processing)
  • Describe the role of information retrieval systems in modern AI applications. (7 marks, 2026, Information Retrieval Extraction)
  • Explain planning algorithms in AI, such as STRIPS and hierarchical task networks. (7 marks, 2026, Robotics)
  • Analyze the speech recognition techniques including acoustic modeling and language modeling. (7 marks, 2026, Natural Language Processing)
  • Explain the concept of machine translation. (2 marks, 2025, Natural Language Processing)
  • Discuss the process and significance of information retrieval in AI. (7 marks, 2025, Information Retrieval Extraction)
  • Explain the role of AI in enhancing decision-making processes in business applications. (7 marks, 2025, AI Applications)
  • Explain the steps involved in extracting structured information from unstructured data. (7 marks, 2025, Information Retrieval Extraction)
  • Explain how tokenization impacts natural language processing tasks. (7 marks, 2025, Natural Language Processing)
  • Discuss how neural networks, particularly transformers, have revolutionized natural language processing task (10 marks, 2024, Language Models)
  • Provide examples of how supervised or reinforcement learning can enhance the decision-making capabilities of AI systems (10 marks, 2024, AI Applications)
  • Discuss emerging trends in Machine Translation, including potential advancements and challenges in the future (10 marks, 2024, Natural Language Processing)

Most asked Unit 5 topics

  • Natural Language Processing – asked 6 times
  • AI Applications – asked 4 times
  • Information Retrieval Extraction – asked 4 times

Unit 5 question pattern

  • 2-mark questions: 4 asked in 2023–2026
  • 7-mark questions: 7 asked in 2023–2026
  • 10-mark questions: 5 asked in 2023–2026
  • About 27 marks from Unit 5 in every paper
  • 10 questions were asked again in a later year

Unit 5 questions year by year

  • 2026: 4 Unit 5 questions asked (23 marks across that year's papers)
  • 2025: 5 Unit 5 questions asked (30 marks across that year's papers)
  • 2024: 3 Unit 5 questions asked (30 marks across that year's papers)
  • 2023: 4 Unit 5 questions asked (24 marks across that year's papers)