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 frequently repeats questions with minimal modifications. Review past 3–5 years of examination pa…
These questions have been filtered by reviewing recurring question patterns across recent university examinations. Focus on understanding the fundamental definitions, block diagrams, and mathematical formulations before diving into optional modules.
Always draw clean labelled diagrams to secure 40% of standard question weightage.
Write answers in structured bullet points rather than dense paragraphs for fast evaluation.
Explicitly write given data, formula, and units to maximize partial credit in numericals.
MU Study Tip: Focus on Repeated Questions — MU Has Its Favorites! Mumbai University frequently repeats questions with minimal modifications. Review past 3–5 years of examination papers and identify recurring questions rather than attempting comprehensive memorization.
IMPs for AI&DS
- Different types of plans
- Definition and structure of intelligent agents with components
- Resolution problem solving (logical reasoning scenario about happiness and wealth)
- Bidirectional search explanation
- Hill climbing techniques and applications
- Search techniques comparison by time complexity
- Forward vs. backward chaining differentiation
- Linear Regression versus Logistic Regression with diagrams and formulas
- Propositional logic in AI knowledge representation
- Data Science evolution from traditional statistics to current form
IMPs for DMBI
- Data mining definition and KDD process with diagram
- Star schema, snowflake schema, and fact constellation comparison
- Support and confidence notes
- Data mining applications in Business Intelligence
- Outlier definition and analysis methods
- Bagging and Boosting classifier techniques; Ada-boost algorithm steps
- Partition clustering methods overview
IMP Topics for DBMS
- Types of Attributes
- Statistical Description of Data
- Data Cleaning, Data Integration, Data Reduction
- Normalization
- Histogram analysis
- Data visualization
IMPs for EHF
- Active versus passive attacks comparison
- Primary objectives of ethical hacking in vulnerability identification
- Incident response methodology phases with diagram
- Digital forensic report writing guidelines and objectives
- Digital forensics significance in cybercrime investigations
- Volatile data collection procedures from Windows systems
- Email message tracing techniques and internet fraud investigation
- Challenges confronting forensic investigators
- Network forensics challenges and relevant tools
- Network forensics definition and cybersecurity significance
IMPs for GREEN IT
- Device/hardware lifecycle explanation
- Energy-saving software techniques and consumption reduction importance
- Life Cycle Assessment definition with four stages
- Sustainable software definition and attributes
- Data centre challenges and energy concerns
- Data centre facility infrastructure impact on energy efficiency
- Energy management techniques for hard disks
- Green networking objectives
- OCED framework for Green IT
- Triple Bottom framework
Priority Modules for OS:
- P1 - Module 1: Introduction
- P2 - Module 2: Software development and data centers
WhatsApp group link for additional resources and cheatsheets. Related blog posts section featuring other engineering study guides.
How to Score 9+ Pointer in Priority Modules for OS:
University evaluators grade hundreds of papers per day. Following this systematic 4-step checklist ensures your answer sheet stands out:
Master High-Frequency Modules First
Analyze which 3 modules carry 60%+ of the total marks in Mumbai University (MU). Solve every previous year question from these modules.
Emphasize Visual Elements
Always allocate space for circuit diagrams, architecture flowcharts, state transition diagrams, or comparison tables. Evaluators award marks quickly for correct visual representations.
Write Clear Comparison Tables
For questions asking to “Differentiate between X and Y”, always construct a table with at least 5 to 6 distinct comparison parameters (e.g. Definition, Speed, Complexity, Applications).
Practice Timed Writing
Allocate 1.5 minutes per mark (e.g. maximum 15 minutes for a 10-mark question). This leaves at least 15 minutes at the end of the examination for final verification and underline key results.
Need complete solved solutions & notes?
Access chapter-wise Bh.Notes, Question Banks, and Solved Papers.
Frequently Asked Questions (FAQ)
Q: Are these important questions (IMPs) enough to prepare for Priority Modules for OS: MU exams?
Yes, these high-priority IMP questions are curated by analyzing 5+ years of university question papers, marking patterns, and syllabus module weightage. Practicing these questions thoroughly gives you strong conceptual coverage of the highest scoring topics.
Q: How can I score maximum marks in Priority Modules for OS: theory and numerical questions?
To maximize marks in university examinations: 1) Always begin with a neat, labelled diagram or flowchart where applicable. 2) Structure answers in concise bullet points with clear subheadings. 3) Write standard definitions, assumptions, and formulas. 4) For numerical problems, write given data, state formulas, show step-by-step substitution, and highlight the final answer with proper units.
Q: Where can I get complete solved notes, Bh.Papers, and syllabus question banks?
You can access complete chapter-wise notes, solved university past papers, and comprehensive study materials across all semesters and branches directly on the Brainheaters platform. Check out the Study Materials hub to get started.
Q: How are Brainheaters question banks and study materials curated?
Brainheaters materials are curated and reviewed by university subject matter experts, professors, and top-ranking alumni. Every guide is vetted to align with the latest revised university engineering syllabus.
Brainheaters Academic Verification & Quality Standards
This guide was researched and compiled by Ishita Raikar and reviewed by the Brainheaters Engineering Academic Board. All topics and questions are verified against the official university syllabus patterns for Mumbai University (MU). To report an update or suggest additional subject topics, reach out to our academic team at support@brainheaters.in.
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