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Project Ideas for Master of Science in Computer Science

Drive software innovation through systems, AI, and algorithmic problem-solving.

🏛 Introduction

UMD’s MS in Computer Science offers rigorous training in software systems, data science, AI, cybersecurity, and theoretical foundations. The program blends practical coding, system design, and research, preparing students for tech leadership or doctoral studies. Students engage in collaborative projects across research labs and industry partnerships.

💡 Suggested Project Titles

Design and implementation of a distributed file system

Neural network architecture for real-time object detection

Blockchain-based voting system prototype with smart contracts

Compiler construction for a custom domain-specific language

Scalable data pipeline using Apache Kafka and Spark

Research on adversarial robustness in deep learning models

Optimization of graph search algorithms for social networks

Development of a full-stack web app using MERN stack

Natural language processing system for sentiment classification

Simulation of epidemic spread using agent-based models

Privacy-preserving machine learning using federated learning techniques

Parallelized algorithm for matrix operations on GPU clusters

Design of an autonomous navigation algorithm for robots

Cybersecurity tool for anomaly detection in network traffic

Development of a mobile application with AR integration

Reinforcement learning model for game AI

Construction of a secure API gateway for microservices architecture

Machine learning model to detect fake news from social media feeds

Design of an end-to-end CI/CD pipeline for software delivery

Formal verification of smart contracts using symbolic execution

University of Maryland – MS in Computer Science

Design secure software, intelligent systems, and scalable platforms through applied research in UMD’s Computer Science MS.

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