AKTU Deep Learning Previous Year Question Papers (PYQ PDF)

Every AKTU Deep Learning previous year question paper on AcademicArk, listed year by year: 4 PDFs covering 3 exam years from 2022-23 to 2025-26, newest first. Open any paper to preview it and practise it as a full end-semester paper.

Want questions sorted by unit? Open the unit-wise Deep Learning PYQ bank – every question with marks and year.

Deep Learning previous year papers (4 PDFs)

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More Deep Learning study material

deep learning study guide

Papers on this page: 2025-26, 2024-25 and 2022-23.

Across these papers AcademicArk has mapped 122 questions to units and topics. Unit 2 (Deep Networks) is the heaviest, averaging about 38 marks per paper, followed by Unit 4 at about 34 marks. Topics asked again and again: Training a Network (Loss, Backprop, SGD) (10 times), Optimization in Deep Learning (10 times) and Convolutional Networks (9 times).

Full papers or unit-wise questions? This page is for complete year-wise papers. If you want the same questions grouped by unit with marks and year, use the unit-wise DL PYQ bank. For study notes, see the Deep Learning notes page. Both are linked on this page.

How to use these papers: solve the latest three papers as full 3-hour mock tests first, then go back through the older ones and mark every question you have seen before. Deep Learning questions focus on neural network basics, backpropagation, CNN and RNN architectures and regularisation, so learn to draw each architecture and explain it in steps.

Below the papers you will also find 5 other Deep Learning resources (notes, handwritten notes and important questions) for revision after each paper.

More AKTU subject notes

Frequently asked questions

Where can I get AKTU Deep Learning previous year question papers?

This page lists AKTU Deep Learning question papers (4 PDFs covering 3 exam years, 2022-23 to 2025-26), newest first. Open any paper to preview it on AcademicArk.

Which years of DL PYQ papers are available?

2025-26, 2024-25 and 2022-23. New papers are added after each AKTU exam.

Are unit-wise Deep Learning PYQs available?

Yes. The unit-wise PYQ bank at https://academicark.in/pyq/DL/papers/ groups every question by unit with its marks and year, so you can revise one unit at a time.

Which DL questions repeat most in AKTU papers?

Training a Network (Loss, Backprop, SGD) (asked 10 times), Optimization in Deep Learning (asked 10 times) and Convolutional Networks (asked 9 times). The complete list is in the Deep Learning PYQ analysis.

Is there a Deep Learning predicted paper?

Yes. The predicted paper at https://academicark.in/pyq/DL/predicted-paper/ is built from the repeat patterns in these previous year papers.