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MU Question Banks for IT Semester 6 - AI&DS, DMBI, EHF and GREEN I.T. Summer exams 2025

MU Study Tip: Focus on Repeated Questions — MU Has Its Favorites!

Mumbai University has a pattern: it loves repeating questions, sometimes with barely any changes. Instead of cramming every single thing, go through the last 3–5 years of papers and highlight the questions that appear again and again — those are your gold.

IMPs for AI&DS


  1. What are the different types of plans?

  2. Define an intelligent agent. Describe the structure of an intelligent agent and its components.

  3. Solve Resolution:

    • All people that are not poor and smart are happy. 

    • Those people that read are not stupid.

    • John can read and it's wealthy. 

    • Happy people have exciting lives.

    • Can anyone be found with an exciting life?

  4. What is bidirectional search?

  5. Write a note on Hill climbing. Explain an application of it.

  6. Compare different search techniques based on their time complexities. 

  7. Differentiate Between Forward and Backward chaining

  8. Compare Linear Regression Vs Logistics Regression with suitable diagrams and formulas. 

  9. Define propositional logic and explain how it is used in AI for representing knowledge. 

  10. Explain the evolution of Data Science from traditional statistics to its current form, highlighting key milestones and developments.


    11,12 ......

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IMPS FOR DMBI :


  1. What is Data mining? Explain the KDD process with a diagram. 

  2. Compare star schema, snowflake schema and fact constellation 

  3. Write a short note on support and confidence 

  4. How is data mining used in Business Intelligence? OR What is Business Intelligence (BI)?

  5. What is an outlier? Describe methods used for outlier analysis. 

  6. Briefly explain Bagging and Boosting of classifiers OR Write the steps of Ada-boost algorithm

  7. Give the overview of partition clustering methods.

  8. Give the overview of partition....

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Heres a list of IMP topics for DBMS :-

  1. Types of Attributes

  2. Statistical Description of Data

  3. Data Cleaning, Data Integration, Data Reduction

  4. Normalization

  5. Histogram analysis

  6. Data visualization.


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IMPS FOR EHF


  1. Compare active attacks vs Passive attacks.

  2. Describe primary goals of ethical hacking in identifying and mitigating security vulnerabilities.

  3. Explain the phases of incident response Methodology with a neat diagram OR Explain Incident Response Process and its methodology. 

  4. Explain various guidelines for digital forensic report writing along with its goals.

  5. Discuss the importance of digital forensics in the context of cybercrime investigations.

  6. Explain Volatile Data Collection from Windows system 

  7. Discuss the techniques of tracing an email message. OR Email Tracing- Internet Fraud

  8. Identify and explain the challenges faced by forensic investigators in the field of computer forensics.

  9. What are Challenges in network forensics? OR Tools used in network forensics

  10. Define network forensics and explain its significance in cybersecurity.


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IMPS FOR GREEN IT


  1. Explain the life cycle of a device or hardware in detail.

  2. Describe energy-saving software techniques and their importance in reducing energy consumption in IT systems.

  3. What is Life Cycle Assessment? Explain 4 stages of LCA. 

  4. What is sustainable software? Explain attributes of software sustainability

  5. Explain different challenges of Data centres and associated energy

  6. Explain how data centre facility infrastructure impacts energy efficiency

  7. What are the various energy management techniques for a hard disk?

  8. Explain the objective of green networking.

  9. Explain the OCED framework for Green IT

  10. What is Triple Bottom framework?


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PRIORITY MODULES FOR OS:-

P1 - Module No.1 | Introduction

P2 - Module No.2 | Software development and data centers


Get a list of all imps topics from our website:-





 
 
 

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