(Permanently Affiliated to University of Mumbai)
Department of Artificial Intelligence and Data Science
Assignment No. 1
Name of Faculty: Prof. Naresh Shende DOA: 01/08/2025
Subject: Big Data Analytics Sem: VII (Odd)
S.N. Question CO
1. Compare traditional and big data. CO1
2. Draw Hadoop Ecosystem and briefly explain its components CO1
3. What is Hadoop and why it matters. CO1
4. Explain the architecture of big data and give its characteristics CO1
5. Explain 5V’s of big data. CO1
6. Write the limitations of Hadoop. CO2
7. Explain Hadoop Architectural Model with both components in detail. CO2
8. Explain how failures are handled in Map Reduce job. CO2
9. Illustrate relational algebra operations with example. CO2
10. Explain the Map and Reduce task. CO2
11. Explain Selection and Projection algebraic operation using Map Reduce. CO2
12. Write the functions of the components and executions steps in Map Reduce. CO2
13. Differentiate between SQL and NoSQL. CO3
14 Explain key-value store and document store NoSQL architectural pattern with CO3
example.
15 Explain column family store and Graph Store NoSQL architectural pattern CO3
with example.
16 Write a Map Reduce pseudo code to multiply two matrices. Illustrate with an CO3
example showing all the steps.
17 List the main components of Map reduce execution pipeline CO3
18 Compare the different types of NoSQL architectural pattern CO3
