Computer Science Projects
1. Cybersecurity in Cloud Computing and Networking:
Project Title: Secure Cloud-based IoT Healthcare System
Description: Design a system that collects, stores, and analyzes patient health data from IoT devices securely using encryption and authentication. Implement cryptographic techniques for end-to-end data security and integrate cloud-based secure storage.
Tools: Python (for cryptography and simulation), IoT devices, Cloud services (AWS, Azure, or GCP), SQL/NoSQL database, Network security protocols (SSL/TLS, VPN).
2. Blockchain in Cybersecurity and Data Integrity:
Project Title: Blockchain-based Secure E-Voting System with Smart Contracts
Description: Develop a decentralized voting platform where votes are stored on a blockchain for transparency, immutability, and security. Use smart contracts for vote verification and tallying.
Tools: Blockchain (Ethereum/Hyperledger), Solidity, Web3.js, React/Vue.js, Metamask.
3. Networking and Cloud Security:
Project Title: Zero Trust Network Access (ZTNA) with Identity Management
Description: Implement a Zero Trust security model for an enterprise network. The system verifies every device and user trying to access resources using multi-factor authentication and continuous monitoring.
Tools: Okta/Azure Active Directory, OpenVPN, Wireshark, Splunk.
4. Cybersecurity and Cloud-based Machine Learning:
Project Title: Intrusion Detection System (IDS) using Machine Learning on Cloud Logs
Description: Build an IDS that detects anomalous or malicious activities by analyzing logs from cloud infrastructure. Use machine learning for anomaly detection and visualization.
Tools: Python (Scikit-learn, TensorFlow), Cloud services (AWS CloudTrail, Azure Monitor), Apache Kafka, Elasticsearch, Kibana.
5. Cryptography and Secure Computing:
Project Title: Homomorphic Encryption for Privacy-Preserving Data Analytics
Description: Implement a privacy-preserving system using homomorphic encryption where encrypted data can be analyzed without decryption. Useful in finance or healthcare domains.
Tools: Microsoft SEAL, Python/C++, Flask/Django, Database for storing encrypted data.
6. Big Data Analytics with Real-Time Processing:
Project Title: Real-time Social Media Sentiment Analysis with Scalable Data Pipeline
Description: Build a system to process social media streams in real-time to detect sentiment, trends, and visualize results using dashboards.
Tools: Apache Kafka, Apache Spark, Hadoop HDFS, Python (NLTK, spaCy, TensorFlow), Tableau/Power BI.
7. IoT and Predictive Analytics:
Project Title: Predictive Maintenance for Industrial IoT Sensors
Description: Collect sensor data from industrial machines, process it in real-time, and apply predictive analytics to forecast machine failures.
Tools: IoT sensors, Apache Flink, AWS IoT Core, Python (Pandas, Scikit-learn), BigQuery/AWS S3.
8. Big Data with ETL and Cloud Storage:
Project Title: Big Data ETL Pipeline for E-commerce Analytics
Description: Create a full ETL pipeline for processing and analyzing e-commerce data such as clickstreams, purchases, and customer profiles.
Tools: Apache Airflow, Apache Spark, Amazon Redshift/Google BigQuery, SQL, Power BI.
9. Artificial Intelligence and Machine Learning:
Project Title: Personalized Recommendation Engine with Collaborative Filtering
Description: Design and develop a recommender system for movies, products, or e-learning platforms using ML algorithms.
Tools: Python (Scikit-learn, Surprise), Flask/Django, MongoDB/Redis, React.js.
10. Fraud Detection in Banking Systems using Machine Learning:
Description: Build a fraud detection system that detects anomalous banking transactions in real time.
Tools: Python (Pandas, Scikit-learn, TensorFlow), Apache Spark, Database (PostgreSQL, Cassandra).
11. Software Engineering and Scalable Systems:
Project Title: Scalable Web-based Document Management System
Description: Develop a collaborative document management system with features such as version control, access management, and scalability.
Tools: Django/Flask/Express.js, PostgreSQL/MySQL, React.js/Angular, Docker, GitHub for CI/CD.
12. Microservices and RESTful APIs:
Project Title: RESTful API for a Microservices-based E-commerce Platform
Description: Build an e-commerce backend using microservices architecture with independent services for cart, products, payments, etc.
Tools: Node.js/Go/Spring Boot, Docker, Kubernetes, REST API, MongoDB.
13. Real-time Systems and Analytics:
Project Title: Online Real-time Quiz Platform with Data Analytics
Description: Build a real-time quiz platform with analytics for question difficulty, user performance, and leaderboard generation.
Tools: Node.js, Socket.IO, MongoDB, React.js, Python (for analytics).
14. Software Engineering with DevOps:
Project Title: DevOps CI/CD Pipeline for a Web Application
Description: Build a CI/CD pipeline to automate building, testing, and deployment of a full-stack web application.
Tools: Jenkins, GitHub/GitLab, Docker, Kubernetes, AWS/Azure.
15. Database Management Systems:
Project Title: Library Management System with QR Code Integration
Description: Build a DBMS-based library management system with QR code scanning for book issue/return and a web interface for users.
Tools: MySQL/PostgreSQL, PHP/Python, QR Code Generator, Bootstrap/React.
16. Cybersecurity and Encrypted Communication:
Project Title: Secure End-to-End Encrypted Chat Application
Description: Develop a chat application with strong end-to-end encryption using cryptographic protocols like Signal.
Tools: Flutter/React Native, Firebase/Node.js, WebSockets, SQLCipher.
17. Operating Systems and File Security:
Project Title: Secure File System with On-the-Fly Encryption
Description: Implement a secure file system that encrypts/decrypts files automatically on read/write operations.
Tools: C/C++, FUSE, OpenSSL, Linux environment.
18. Cybersecurity and Vulnerability Testing:
Project Title: Website Vulnerability Scanning and Reporting Tool
Description: Develop a system that scans websites for vulnerabilities like SQL injection, XSS, and CSRF, then generates security reports.
Tools: Python (Django/Flask), React.js, OWASP ZAP API, PostgreSQL.
19. Networking and Cybersecurity:
Project Title: Anomaly Detection in Network Traffic using Machine Learning
Description: Use ML algorithms to detect anomalies in network traffic patterns.
Tools: Wireshark, Python (Scikit-learn, TensorFlow), Apache Kafka, Grafana.
20. Cloud Computing with Serverless Architectures:
Project Title: Serverless E-commerce Application using AWS Lambda
Description: Create an e-commerce web app using serverless functions for cart, orders, and payments.
Tools: AWS Lambda, DynamoDB, API Gateway, React.js.
21. Operating System and Networking:
Project Title: Lightweight Firewall Module for Linux Kernel
Description: Develop a firewall kernel module that monitors and blocks malicious packets.
Tools: C, Linux Kernel, iptables, gcc.
22. Database Management Systems:
Project Title: Test Automation Framework for Relational Databases
Description: Build a framework for automated testing of database queries, performance, and data consistency.
Tools: Python/Java, PostgreSQL/MySQL, Selenium/DBUnit.
23. Cloud and Big Data in Financial Analytics:
Project Title: Data Lakehouse for Financial Services
Description: Implement a cloud-based data lakehouse that integrates structured and unstructured financial data for analytics.
Tools: AWS S3, Databricks, Apache Spark, Power BI.
24. AI in Stock Market Predictions:
Project Title: Stock Price Prediction Web Application
Description: Develop a web app that predicts stock prices using machine learning (time series models).
Tools: Python (TensorFlow, LSTM), Flask/Django, React.js, yfinance API.
25. SQL and Data Engineering:
Project Title: SQL-based Marketing Data Transformation and Reporting Engine
Description: Design a SQL-based data pipeline to clean and transform raw marketing campaign data into dashboards.
Tools: PostgreSQL/BigQuery, dbt, Tableau/Metabase.
26. Database Migration and Cloud Optimization:
Project Title: Database Migration and Optimization (On-premises to Cloud)
Description: Migrate a large relational database to a cloud platform and optimize for scalability and performance.
Tools: AWS RDS, Azure SQL, Cloud SQL, Python, DMS tools.
27. Peer-to-Peer Systems:
Project Title: Peer-to-Peer File Sharing with Integrity Check
Description: Build a decentralized file-sharing application with hash-based file integrity verification.
Tools: Node.js, WebRTC, React.js, crypto-js.
28. AI and Cybersecurity:
Project Title: Phishing Website Detection using NLP
Description: Build a system to detect phishing websites using NLP and ML by analyzing URL features and webpage content.
Tools: Python (NLTK, TensorFlow), Flask/Django, BeautifulSoup, Docker.
29. Networking and Distributed Systems:
Project Title: Distributed Network Monitoring System
Description: Build a distributed system that monitors large-scale network traffic and generates alerts.
Tools: Apache Kafka, Hadoop, Spark, Grafana, Prometheus.
30. Cloud Computing and Containerization:
Project Title: Container Orchestration Dashboard
Description: Create a dashboard to monitor and manage Docker containers and orchestration tools like Kubernetes.
Tools: Go/Python, React.js, Docker, Kubernetes API.
31. Cloud-native Microservices:
Project Title: Cloud-native Microservices Application
Description: Build a microservices-based cloud application deployed with Kubernetes and scalable load balancing.
Tools: Docker, Kubernetes, AWS/Azure, Java/Spring Boot.
32. AI in Customer Analytics:
Project Title: Real-time Customer Churn Prediction Pipeline
Description: Develop a real-time ML pipeline to predict customer churn in subscription services.
Tools: Apache Kafka, Spark Streaming, TensorFlow, MongoDB.
33. IoT and Big Data Visualization:
Project Title: IoT Data Visualization Web Platform
Description: Build a platform for collecting and visualizing IoT data at scale.
Tools: MQTT, Apache Cassandra, Apache Kafka, D3.js/Grafana.
34. Database Integrity in Healthcare Systems:
Project Title: Hospital Management System with Strong Data Integrity
Description: Build a hospital management system focusing on data integrity for patient and appointment records.
Tools: PostgreSQL/MySQL, Django/Laravel, pgAdmin.
35. Cybersecurity and Public Key Infrastructure:
Project Title: PKI Management and Monitoring Tool
Description: Create a system for managing public/private keys, certificate generation, and monitoring certificate expiry.
Tools: OpenSSL, Python/Go, PostgreSQL, React.js.
36. Web-based Systems and Networking:
Project Title: Web-based Remote Desktop/Terminal Application
Description: Develop a browser-based remote desktop/terminal system using WebSockets for real-time communication.
Tools: Node.js/Flask, WebSockets, xterm.js, Docker.