Gujarat Technological UniversityWinter 2025 examination

GTU BE02000041 Fundamental of AI Winter 2025 Question Paper & PDF

B.E. · Common Engineering · Semesters 1 and 2 · Subject code BE02000041
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Total
70 marks
To pass
23 marks (33%)
Duration
2.5 Hours 2:30 PM – 5:00 PM
Questions
5 with internal choice
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10 of 25 questions on this paper were also asked in other years. Each is marked below with the years it appeared.See all 12 repeated BE02000041 questions, most asked first

Q.1

14 Marks
(a)
3 marksAsked in 3 of 3 papers
Define AI. Explain in detail history of AI.

Also asked in Summer 2026 Q1c, Summer 2025 Q1a

(b)
4 marks
Explain types of AI Techniques.
(c)
7 marks
Enlist & Discuss any two the major task environments of AI.

Q.2

14 Marks
(a)
3 marksAsked in 2 of 3 papers
What is Pattern Recognition? Give real time example.

Also asked in Summer 2026 Q3a OR

(b)
4 marksAsked in 2 of 3 papers
Discuss the different approaches to Knowledge representation.

Also asked in Summer 2025 Q3a

(c)
7 marksAsked in 2 of 3 papers
Explain Components & Architecture of an Expert System.

Also asked in Summer 2025 Q3b OR

(c)
7 marks
What is NLP? Explain working of NLP.

Q.3

14 Marks
(a)
3 marks
What is best fit line in linear regression.
(b)
4 marks
Explain Reinforcement learning.
(c)
7 marks
Compare Supervised, Unsupervised & Reinforcement learning.
(a)
3 marks
Compare Classification and Clustering.
(b)
4 marks
Explain Supervised Learning with its types of learning algorithm.
(c)
7 marks
Explain SVM in detail.

Q.4

14 Marks
(a)
3 marks
Write note on Deep learning.
(b)
4 marksAsked in 2 of 3 papers
Explain Deep Learning Application.

Also asked in Summer 2026 Q5a

(c)
7 marks
What are the types of Neural Network? Explain any two of it.
(a)
3 marksAsked in 3 of 3 papers
Differentiate Deep Learning and Machine learning.

Also asked in Summer 2026 Q4c OR, Summer 2025 Q5b OR

(b)
4 marks
Describe briefly the application of Neural Networks.
(c)
7 marksAsked in 3 of 3 papers
Explain Artificial Neural Network in brief with suitable diagram.

Also asked in Summer 2026 Q5b OR, Summer 2025 Q5a

Q.5

14 Marks
(a)
3 marksAsked in 2 of 3 papers
What do you mean by LLMs.?

Also asked in Summer 2026 Q4a OR

(b)
4 marks
Write a Short Note on ChatGTP.
(c)
7 marks
Define agent. Enlist the type of agent & explain any two of them.
(a)
3 marks
Briefly explain Rationality with its types.
(b)
4 marksAsked in 2 of 3 papers
What are characteristic of Intelligent Agents?

Also asked in Summer 2026 Q1b

(c)
7 marksAsked in 2 of 3 papers
Briefly explain Future Challenges of AI.

Also asked in Summer 2026 Q5c OR

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About this paper

Official Gujarat Technological University (GTU) examination paper for Fundamental of AI (Winter 2025, B.E. · Common Engineering, Sem 2). Features complete 70-mark regular & remedial examination pattern, official marking distribution across all 5 questions, and direct 1-click official PDF download.

Transcribed for student exam preparation from Gujarat Technological University official examination archives. Questions, syllabus guidelines, and curriculum marking schemes remain the intellectual property of Gujarat Technological University.

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