Gujarat Technological UniversitySummer 2025 examination

GTU 3151608 Data Science Summer 2025 Question Paper & PDF

B.E. · IT Engineering · Semester 5 · Subject code 3151608
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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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13 of 25 questions on this paper were also asked in other years. Each is marked below with the years it appeared.See all 38 repeated 3151608 questions, most asked first

Q.1

14 Marks
(a)
3 marksAsked in 2 of 7 papers
State difference between structure data and unstructured data.

Also asked in Summer 2023 Q1b

(b)
4 marksAsked in 3 of 7 papers
State difference between sample and population.

Also asked in Summer 2026 Q1a, Winter 2025 Q3a OR

(c)
7 marks

What is analytics? Where it is applied? Which are three components of analytics?

Q.2

14 Marks
(a)
3 marksAsked in 3 of 7 papers
Define mean, median and mode using example.

Also asked in Summer 2026 Q2c, Winter 2025 Q2c

(b)
4 marks
Define Decile using example.
(c)
7 marks

Draw histogram for following data. 10 10 12 12 13 14 15 17 19 19 20 20 21 25 25 27 27 28 31 35

(c)
7 marks

Draw and explain box plot for following data. 11 14 17 18 19 21 23 24 25 27 90 140

Q.3

14 Marks
(a)
3 marksAsked in 2 of 7 papers
Explain chebyshev theorem with example.

Also asked in Summer 2024 Q4c OR

(b)
4 marksAsked in 6 of 7 papers
Define skewness and kurtosis.

Also asked in Summer 2026 Q2c OR, Winter 2025 Q3b, Winter 2024 Q4c, Summer 2024 Q4c, Winter 2023 Q2b

(c)
7 marksAsked in 4 of 7 papers
Explain various components of bayes theorem.

Also asked in Summer 2026 Q2a, Winter 2025 Q4a, Winter 2024 Q3c

(a)
3 marks
Define degree of freedom with example.
(b)
4 marksAsked in 4 of 7 papers

What is probability mass function ? Define pdf and cdf for continuous random variable.

Also asked in Winter 2024 Q2c, Summer 2024 Q3c OR, Winter 2023 Q2c

(c)
7 marks

What is Bionomial distribution? Define cdf,mean and variance of Bionomial distribution.

Q.4

14 Marks
(a)
3 marks
What is normal distribution and standard normal distribution.
(b)
4 marks
Explain chi square distribution.
(c)
7 marks
What is sampling distribution and sampling mean.
(a)
3 marks
Explain random sampling.
(b)
4 marksAsked in 3 of 7 papers
Differentiate stratified and cluster sampling.

Also asked in Winter 2023 Q1b, Summer 2023 Q3b OR

(c)
7 marksAsked in 4 of 7 papers
Explain CLT( Central limit theorem).

Also asked in Summer 2026 Q3b, Summer 2024 Q3b OR, Winter 2023 Q3b

Q.5

14 Marks
(a)
3 marks
What is dependent and independent variable.
(b)
4 marksAsked in 3 of 7 papers
What is difference between correlation and regression.

Also asked in Winter 2024 Q4a OR, Summer 2023 Q5a

(c)
7 marksAsked in 2 of 7 papers
What is linear regression? Explain with example.

Also asked in Winter 2023 Q4c

(a)
3 marksAsked in 4 of 7 papers
Explain random forest.

Also asked in Winter 2025 Q5c OR, Summer 2024 Q5c, Winter 2023 Q5c

(b)
4 marks
Explain logistic regression using example.
(c)
7 marksAsked in 4 of 7 papers
Explian decision tree construction.

Also asked in Winter 2025 Q5c, Winter 2023 Q4c OR, Summer 2023 Q5c OR

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About this paper

Official Gujarat Technological University (GTU) examination paper for Data Science (Summer 2025, B.E. · IT Engineering, Sem 5). 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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