MU Question Banks for EXTC Semester 8 - ARVR, NLP, NMT and OCN. Summer exams 2025
No time to revise full units? Just do past paper answers and repeated module questions — smart slog. IMPs for ARVR 1. Write down characteristics of Tracking Technology. 2. Write…
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.
No time to revise full units? Just do past paper answers and repeated module questions — smart > slog.
IMPs for ARVR
- Write down characteristics of Tracking Technology.
- Write a short note on Mobile Sensors.
- Write a short note on Marker Tracking & infrared tracking.
- Explain in detail Camera projection and setup for AR.
- Write a short note on Registration.
- Describe in detail Camera calibration techniques.
- Explain in detail AR-VR Application Requirements.
- Describe in detail Software engineering requirements.
- Write a short note on AR-VR Design Principles.
- Explain in detail Augmented and Virtual Reality
For more such imps check out our website.
IMPS FOR NLP
- What is the need of NLP?
- Explain in detail the Generic NLP system.
- Explain in detail Probability Theory.
- Write a short note on Bayes Rule & Random Variables.
- Write a short note on Statistics & Counting.
- Describe in detail Tokenization.
- Write a short note on Edit Distance & Collocations.
- Describe in detail N-gram Language Model.
- Describe in detail Tag set for English And Explain in detail Penn Tree bank.
- Describe in detail Hidden Markov Models (HMM).
Here's a list of IMP topics for CNND:
- The need of NLP
- Generic NLP system
- Stages in building a Natural Language Processing System
- Challenges and ambiguities in Design
- Probability Theory
IMPS FOR NMT
- Describe in detail SNMP model: SNMP Organizational model, System overview, Information model.
- Discuss in detail SNMP v1
- Write down SNMPv2 Major changes in SNMPv2.
- Explain in detail System Utilities for Network Management.
- Explain in detail Network Statistics and Measurements: Traffic load, Protocol statistics, Data and Error statistics.
- Write Network Management Applications Fault, Configuration, Accounting, Performance and Security (FCAPS)
- Discuss Introducing Network Design.
- Explain in detail Network design based on economy and SLA-based services.
- Explain in detail OSI Network Management model.
- Describe in detail the Communication model and functional model.
IMPS FOR OCN
- Define Electromagnetic Spectrum, Optical Bands and Optical Windows.
- Discuss the need for optical fibre communication.
- Explain the concept of Dispersion in Optical fibre.
- What are the different Dispersion compensation techniques and dispersion measurements?
- What is the need for dispersion management and Post compensation techniques?
- Write a short note on Insertion loss and Return loss.
- Write a short note on Edge emitting LASER, VCEL, Spectrum, Noise, and Optical amplifiers.
- Discuss the working principle and characteristics of detectors (PIN, APD), coherent and non-coherent detection.
- Explain Point to point links system.
- Discuss the following terms in detail: Optical Network System Components and Optical Networks are Couplers, isolators, circulators, multiplexers.
PRIORITY MODULES FOR OS: P1 - Module No.4 | Optical Network System Components and Optical Networks P2 - Module No.1 | Introduction and Basics of Optical fiber communication
How to Score 9+ Pointer in Here's a list of IMP topics for CNND:
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?
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Frequently Asked Questions (FAQ)
Q: Are these important questions (IMPs) enough to prepare for Here's a list of IMP topics for CNND: 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 Here's a list of IMP topics for CNND: 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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