BS in Data Science · Diploma in Data Science

Introduction to Deep Learning and Generative AI question sheets

Every DL & GenAI past paper laid out to solve on paper, year by year and topic by topic, plus the questions that come back most. The official answer key is at the end of each sheet.

sheets: 6
questions: 20

Topic wise

4 topics in syllabus order. Each sheet has every past question on that topic, newest paper first.

1PyTorch tensorsIndexing, stacking, squeezing and permuting tensor dimensions4 questionsin 1 of 1 papers
2PyTorch training workflowMoving data to the GPU, torch.no_grad, and train vs eval mode with dropout and batch norm3 questionsin 1 of 1 papers
3Neural networks & gradient descentForward pass equations, sigmoid outputs, gradients of the loss and gradient descent updates5 questionsin 1 of 1 papers
4Parameter counts, CNNs & InceptionCounting trainable parameters in dense and conv layers, padding and Inception output channels8 questionsin 1 of 1 papers

Year wise

Each paper as it was set, or every paper of a year in one sheet.

2025

All 1 paper in one sheet · 20 questions

Quiz 1 · 26 Oct 2025 (Afternoon)20 questions · 50 marks · 60 minQuiz 1Sit online

Questions and answer keys are reproduced from the official IIT Madras BS papers. Topics and repeated question types are BTechi’s own grouping. BTechi is not affiliated with IIT Madras. Every Diploma Level paper.