UVA’s MS in Data Science is a technical, hands-on program focused on applied machine learning, statistical modeling, big data technologies, and data ethics. Through projects with real clients and interdisciplinary collaboration, students gain deep fluency in R, Python, Spark, SQL, and cloud platforms.
Time series modeling of retail sales using Facebook Prophet and XGBoost
Bias mitigation in machine learning algorithms for predictive hiring
Pipeline automation using Airflow for ETL on cloud-based platforms
Recommendation systems for local businesses using collaborative filtering
Neural network tuning for sentiment analysis on healthcare reviews
Real-time fraud detection system using Kafka and Spark streaming
Geospatial analysis of food insecurity using census and location data
Predictive modeling for student dropout risk in online education
Explainable AI models using SHAP and LIME for financial data
Computer vision for waste classification in smart recycling systems
Social media monitoring dashboard for disaster response agencies
Energy consumption forecasting using ensemble models
Data visualization of water quality trends using D3.js
Graph analytics for contact tracing in viral outbreak simulations
Credit scoring model validation using ROC and lift charts
Master AI and analytics for real-world impact through UVA’s MS in Data Science.
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