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Project Ideas for Master of Science in Data Science

Cutting-edge analytics transforming data into actionable insight.

🏛 Introduction

UC’s MS in Data Science trains students in statistical inference, machine learning, and responsible AI for high-impact industry and research roles.

💡 Suggested Project Titles

Real-time anomaly detection in streaming IoT sensor data using online clustering

Differential-privacy toolkit generating synthetic census microdata

Deepfake detection model benchmarking multimodal forensic techniques

Causal inference study of remote-learning policies on student performance

Explainable gradient-boosting model predicting hospital readmissions

Graph analytics identifying misinformation super-spreaders on social media

Reinforcement-learning engine optimizing solar-farm battery dispatch

Natural-language summarizer converting legal documents to plain English

Computer-vision pipeline estimating crop yield from drone imagery

Federated-analytics platform aggregating mobility data for traffic planning

Fairness audit of lending algorithms across demographic segments

Time-series forecasting of electricity demand under extreme-weather scenarios

Interactive dashboard visualizing supply-chain risk for critical minerals

AutoML framework tuning hyperparameters for protein-folding predictors

Synthetic-control method evaluating policy impacts on air-quality indices

Sentiment/emotion classification of multilingual customer reviews

Geospatial clustering of COVID-19 vaccination access deserts

White paper on AI model governance and reproducibility standards

Open-source course material teaching ethics-first data science to undergraduates

Hackathon developing data-for-good solutions for local nonprofits

University of California – MS in Data Science

Translate complex data into solutions with UC’s powerhouse MS.

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