Choosing a topic can feel stressful. If you’re stuck, take a breath. You’re not behind you just need a simple, doable direction.
This list gives 50+ assignment topics for computer science students across popular areas. Each idea is easy to start and works for UG or PG students. No heavy jargon. Short sentences. Clear next steps.

Artificial Intelligence & Machine Learning
- Build a basic image classifier with a small dataset.
- Predict student performance with a simple ML model.
- Create an AI movie recommendation system.
- Detect spam emails using a classifier.
- Sentiment analysis for social media comments.
- Handwritten digit recognition (MNIST).
- Compare decision trees vs neural networks.
- Fake news detection using classification
- Forecast weather with simple ML.
Cybersecurity & Ethical Hacking
- Password strength analyzer.
- Detect phishing emails using rules.
- Secure file-sharing with basic encryption.
- Vulnerability testing of a simple web page.
- Network intrusion detection from logs.
- How firewalls protect small networks.
- Simple secure online voting model.
- Study ransomware patterns and prevention.
Data Science & Data Analytics
Work with patterns, charts, and decisions.
- Password strength analyzer.
- Detect phishing emails using rules.
- Secure file-sharing with basic encryption.
- Vulnerability testing of a simple web page.
- Network intrusion detection from logs.
- How firewalls protect small networks.
- Simple secure online voting model.
- Study ransomware patterns and prevention.
Cloud Computing & Virtualization
- Set up a small cloud storage system.
- Cloud-based notes app.
- Compare AWS, Azure, and GCP for beginners.
- Serverless functions for task automation.
- VM vs container performance study.
- Privacy concerns in cloud systems.
Software Development & Programming
Practical, coding-focused Assignment ideas.
- Task manager app in Python.
- Library book tracking system.
- Simple code editor with syntax highlighting.
- Bus reservation system for a town.
- Timetable generator for schools.
- Student portfolio website.
- Smart attendance using QR codes.
- Inventory system for a small store.
Web Development & UI/UX
- Responsive redesign for a college club website.
- Dark mode and accessibility improvement
- Simple food delivery order flow.
- Personal finance tracking web app.
- Review system for local shops.
- Lightweight blog platform with clean UI.
Networking & Communication Systems
- Compare Wi-Fi speeds in different settings.
- Peer-to-peer file sharing prototype.
- Network topology for a small institution.
- Simulate packet transfer in a network.
- Bandwidth optimization techniques.
- Compare Wi-Fi speeds in different settings.
- Peer-to-peer file sharing prototype.
- Network topology for a small institution.
- Simulate packet transfer in a network.
- Bandwidth optimization techniques.
Emerging Tech & Interdisciplinary Ideas
- Gesture-controlled device system.
- Blockchain-based certificate verification.
- IoT smart home automation prototype.
- Health monitoring wearable integration.
- AI stress detection from voice.
- Drone path optimization algorithms.
Conclusion
You now have 50+ computer topics for assignment that are simple to begin and meaningful to explore. Choose one that feels right, build a small prototype, write a clear report, and add a few ideas for future improvement. Steady progress matters more than perfection.
If you ever need support with structure, clarity, or presentation, you can always explore reliable assignment writing services to guide your academic journey.
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