The Bachelor of Technology (B.Tech) 8th semester for Computer Science and Engineering (CSE) students is the final academic phase, focusing on advanced electives like Deep Learning and Cybersecurity, alongside the completion of a major project. This semester emphasizes practical application and specialization, preparing students for industry or higher studies, and practicing important questions is key to mastering the limited theory exams.
This guide provides a curated list of important questions for all typical 8th semester CSE subjects, based on standard curricula across universities as of March 22, 2025. While specific questions may vary by institution, these examples align with common exam trends, supporting students in their final preparations.
B Tech 8th Semester All Subjects Important Questions
Important Questions by Subject
Below are key topics and sample important questions for each subject typically taught in the B.Tech 8th semester for CSE. Note that the focus is often on electives, with the major project and seminar taking significant weight:
1. Elective – V (e.g., Deep Learning)
- Explain the backpropagation algorithm in neural networks with a diagram.
- What is a Convolutional Neural Network (CNN)? Discuss its layers.
- Solve: Compute the output of a perceptron with weights [0.5, -0.3] and input [1, 2].
- Describe the role of activation functions (e.g., ReLU, Sigmoid) in deep learning.
- Write a short note on overfitting and regularization techniques in DL.
2. Elective – VI (e.g., Cybersecurity)
- What is symmetric encryption? Explain AES with its steps.
- Describe the working of a firewall and its types.
- Explain the RSA algorithm for public-key cryptography with an example.
- What are DDoS attacks? Discuss mitigation strategies.
- Write a short note on penetration testing and its phases.
3. Open Elective (e.g., Entrepreneurship Development)
- What are the steps to create a business plan? Discuss with an example.
- Explain the role of venture capital in startup funding.
- Describe the Lean Startup methodology and its principles.
- What is market analysis? How does it influence entrepreneurial decisions?
- Write a note on the success factors of a tech startup with a case study.
Tips for Preparation
- Focus on conceptual understanding and applications for Deep Learning and Cybersecurity.
- Practice diagrams and algorithms for technical electives.
- Memorize key frameworks and examples for Entrepreneurship.
- Review past papers or sample questions from your university for elective patterns.
- For project/seminar, prepare concise explanations of your work for viva voce.
Conclusion
The B.Tech 8th semester for Computer Science and Engineering marks the culmination of a student’s academic journey, blending advanced electives like Deep Learning and Cybersecurity with practical project work. As of March 22, 2025, the important questions listed here target critical topics from a standard curriculum, providing a focused framework for exam preparation.
By practicing these questions and supplementing with university-specific resources, students can polish their specialized skills, excel in their final assessments, and transition confidently into professional or academic pursuits in the field of computer science.
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