Solved question paper for ML Dec-2024 (B-TECH 6th)
Solved Question Paper
Machine Learning Dec-2024
PTU • B-TECH • Information Technology • 6th • Dec-2024
Machine Learning is a subject page for Punjab Technical University Bachelor of Technology Information Technology 6th semester students who want to find subject-wise previous year question papers, old papers, and paper PDFs for revision. It helps you understand the exam pattern, repeated question styles, and important topics before the test, so you can practice answer writing and prepare more confidently. BRpaper is not the official website of Punjab Technical University or any board, and the papers here are shared to help students with exam preparation and PYQ-based study.
These Questions are downloaded from www.brpaper.com. You can also download previous years question papers of 10th and 12th (PSEB & CBSE), B-Tech, Diploma, BBA, BCA, MBA, MCA, M-Tech, PGDCA, B-Com, BSc-IT, MSC-IT.
Solved Questions
Solved-
How does reinforcement learning differ from other machine learning paradigms?Very Short Answer 2 Marks Dec-2024 • PTU B-TECH
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List some issues of machine learning.Very Short Answer 2 Marks Dec-2024 • PTU B-TECH
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What is feature scaling?Very Short Answer 2 Marks Dec-2024 • PTU B-TECH
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May 2025 Feature Scaling
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What is dataset splitting?Very Short Answer 2 Marks Dec-2024 • PTU B-TECH
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Differentiate between classification and regression.Very Short Answer 2 Marks Dec-2024 • PTU B-TECH
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What is F-1 Score?Very Short Answer 2 Marks Dec-2024 • PTU B-TECH
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What is association rule mining?Very Short Answer 2 Marks Dec-2024 • PTU B-TECH
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How are artificial neurons (perceptrons) modeled in a neural network?Very Short Answer 2 Marks Dec-2024 • PTU B-TECH
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Define Mutation and Elitism.Very Short Answer 2 Marks Dec-2024 • PTU B-TECH
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Define hierarchical method of clustering.Very Short Answer 2 Marks Dec-2024 • PTU B-TECH
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How can data normalization impact the performance of machine learning algorithms, and what methods are commonly used for normalization?Long Answer 5 Marks Dec-2024 • PTU B-TECH
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Suppose you have developed a regression model to predict the selling prices of houses in a certain area. You tested your model on a sample of five houses, and here are the actual selling prices and the predicted prices for each house: Actual Selling Prices (in thousands of dollars): [250, 320, 400, 290, 380] Predicted Prices (in thousands of dollars): [260, 310, 420, 280, 370] Calculate the Mean Absolute Error (MAE) for your model based on this test data.Long Answer 5 Marks Dec-2024 • PTU B-TECH
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Explain the difference between precision and recall in the context of classification, and when is each metric more important?Long Answer 5 Marks Dec-2024 • PTU B-TECH
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Explain the working of K-Nearest Neighbor algorithm.Long Answer 5 Marks Dec-2024 • PTU B-TECH
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Explain the basic structure of a feed forward neural network, including the input layer, hidden layers, and output layer?Long Answer 5 Marks Dec-2024 • PTU B-TECH
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How do you approach the problem of data collection and data preprocessing in the context of designing a machine learning system?Long Answer 10 Marks Dec-2024 • PTU B-TECH
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What is the fundamental idea behind tree induction algorithms, and how do they work for classification and regression tasks?Long Answer 10 Marks Dec-2024 • PTU B-TECH
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How does hierarchical clustering work, and what are the differences between agglomerative and divisive hierarchical clustering approaches?Long Answer 10 Marks Dec-2024 • PTU B-TECH
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FAQ
Frequently Asked Questions
Answers about this subject, solved papers, and preparation.
01 Where can I find Punjab Technical University B.Tech IT 6th sem Machine Learning previous year question papers on BRpaper?
This page is for Punjab Technical University (IKGPTU) B.Tech Information Technology 6th semester Machine Learning previous year question papers. Use it to open the subject-wise ML paper listings available for this semester and compare question styles across years for revision.
02 Is this ML subject the same as BTIT 608-18 for PTU B.Tech IT semester 6?
Yes, students commonly search this subject as Machine Learning or by the code BTIT 608-18 for PTU/IKGPTU B.Tech IT 6th semester. Some paper copies may also show an M.Code, so checking both the subject name and code helps confirm you are viewing the correct theory paper.
03 Does this page include the latest and older PTU Machine Learning papers year-wise?
The page is meant for year-wise subject-wise ML previous papers where available. A practical way to use it is to start with the most recent listed paper to understand the current question style, then move to older papers to spot repeated topics and build exam practice.
04 What exam pattern can I infer from PTU Machine Learning previous papers?
Available PTU Machine Learning theory papers commonly show a 3-hour external exam with section-based questions and marks distributed across the paper. Previous papers on this page help you see the question format and weight distribution, but you should use the listed papers themselves to verify the exact pattern for your session.
05 Can I use these ML previous papers to find important or repeated topics for PTU revision?
Yes. Previous papers are useful for shortlisting frequently asked areas such as ML basics, preprocessing, regression, classification, decision trees, neural networks, Naive Bayes, association rules, genetic algorithms, and reinforcement learning. The best approach is to review multiple years and note which topics appear more than once.
06 Is this page for the Machine Learning theory paper or the lab paper in PTU B.Tech IT 6th sem?
This subject page is for Machine Learning as a theory subject, commonly mapped to BTIT 608-18 in the 2018-onwards B.Tech IT scheme. If you are looking for the Machine Learning lab, that is a separate paper and should be checked under its own subject entry where listed.