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Deep Learning Unit 5 – Case Studies & Applications: AKTU previous year questions

20 AKTU questions from Unit 5 (Case Studies & Applications) asked in 2023–2026, tagged by marks, year and topic. In short: about 25 marks of every paper come from this unit; the most asked topic is Audio WaveNet (5 times). 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

  • Describe the ImageNet dataset in detail. Explain its scale, structure, challenges, and importance in the evolution of deep learning. (7 marks, 2026, Image Classification & Detection)
  • Explain how WaveNet differs from RNNs for sequential audio generation. (7 marks, 2026, Audio WaveNet)
  • Explain the Word2Vec model. Discuss CBOW and Skip-Gram architectures with diagrams. (7 marks, 2026, NLP & Word2Vec)
  • Describe the architecture and training of WaveNet for audio generation. (2 marks, 2025, Audio WaveNet)
  • How deep learning models have revolutionized computer vision tasks? (2 marks, 2025, Image Classification & Detection)
  • What is WaveNet, and why is it significant for audio generation? (2 marks, 2025, Audio WaveNet)
  • What is Word2Vec? (2 marks, 2025, NLP & Word2Vec)
  • Discuss the role of Word2Vec in natural language processing. (2 marks, 2025, NLP & Word2Vec)
  • What are the key challenges in modeling audio signals? (2 marks, 2025, Audio WaveNet)
  • Analyze the applications of deep learning in bioinformatics. Provide examples of how neural networks are used for tasks like protein structure prediction. (10 marks, 2025, Bioinformatics)
  • Describe the role of deep learning in bioinformatics applications. (10 marks, 2025, Bioinformatics)
  • Discuss the pipeline of scene understanding using deep learning models. How does this pipeline handle challenges like occlusion and varying lighting conditions? (10 marks, 2025, Image Classification & Detection)

Most asked Unit 5 topics

  • Audio WaveNet – asked 5 times
  • Image Classification & Detection – asked 4 times
  • NLP & Word2Vec – asked 3 times

Unit 5 question pattern

  • 2-mark questions: 7 asked in 2023–2026
  • 7-mark questions: 3 asked in 2023–2026
  • 10-mark questions: 10 asked in 2023–2026
  • About 25 marks from Unit 5 in every paper

Unit 5 questions year by year

  • 2026: 3 Unit 5 questions asked (21 marks across that year's papers)
  • 2025: 14 Unit 5 questions asked (92 marks across that year's papers)
  • 2023: 3 Unit 5 questions asked (22 marks across that year's papers)