Jan 29, 2026

Graduate Record 2025-2026

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Graduate Record 2025-2026

School of Data Science: Courses

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Academic Rules

Degree Programs

Courses

School of Data Science

Courses

• DS 5001 - Text as Data Credits: 3
• DS 5002 - How to Train your LLM: Engineering LLMs for Custom Tasks Credits: 3
• DS 5003 - Healthcare Data Science Credits: 3
• DS 5004 - Applied Reinforcement Learning Credits: 3
• DS 5008 - Data, Arts Administration, and Policy Credits: 3
• DS 5012 - Computation for Data Science Credits: 3
• DS 5030 - Understanding Uncertainty Credits: 3
• DS 5050 - Deep Learning in Environmental Science Credits: 3
• DS 5100 - Programming for Data Science Credits: 3
• DS 5110 - Data Engineering II: Big Data Systems Credits: 3
• DS 5111 - Streamlining Data Science with Software and Automation Skills Credits: 3
• DS 5122 - Large Language Models Credits: 3
• DS 5220 - Advanced Cloud Computing Credits: 3
• DS 5221 - Stream Processing Credits: 3
• DS 5320 - Human-Centered Design Credits: 3
• DS 5400 - Business Analytics for Data Science Credits: 3
• DS 5420 - Mainframes to Memes (Past, Present, & Future of Information Technology) Credits: 3
• DS 5559 - New Course in Data Science Credits: 1 to 4
• DS 6001 - Data Engineering I: Data Pipeline Architecture Credits: 3
• DS 6002 - Ethics of Big Data I Credits: 2 to 3
• DS 6011 - Data Science Capstone Project Work I Credits: 1
• DS 6013 - Data Science Capstone Project Work II Credits: 1 to 3
• DS 6015 - Data Science Capstone Credits: 1 to 3
• DS 6021 - Machine Learning I: Introduction to Predictive Modeling Credits: 3
• DS 6030 - Machine Learning II: Data Mining & Statistical Learning Credits: 3
• DS 6040 - Bayesian Machine Learning Credits: 3
• DS 6050 - Machine Learning III: Deep Learning Credits: 3
• DS 6051 - Decoding Large Language Models Credits: 3
• DS 6097 - Graduate Assistantship Credits: 1 to 3
• DS 6200 - Computation I: Fundamentals Credits: 3
• DS 6210 - Computation II: Numerical Analysis & Optimization Credits: 3
• DS 6234 - Uncertainty in Artificial Intelligence Credits: 3
• DS 6300 - Theory I: Probability & Stochastic Processes Credits: 3
• DS 6310 - Theory II: Inference & Prediction Credits: 3
• DS 6400 - Advanced Machine Learning I: Introduction Credits: 3
• DS 6410 - Advanced Machine Learning II: Methods & Application Credits: 3
• DS 6501 - Special Topics in Data Science Credits: 1 to 3
• DS 6559 - New Course in Data Science Credits: 1 to 4
• DS 6600 - Data Engineering I: Data Management & Visualization Credits: 3
• DS 6700 - Value I: Data Ethics, Policy and Governance Credits: 3
• DS 6804 - Brain Making Credits: 3
• DS 6993 - Independent Study Credits: 1 to 12
• DS 6999 - Independent Study Credits: 1 to 12
• DS 7008 - Data Design & Method for Digital Humanists: Practicum for Certificate Credits: 3
• DS 7200 - Computation III - Distributed Computing Credits: 3
• DS 7400 - Advanced Machine Learning III: Deep Learning Credits: 3
• DS 7406 - Machine Learning Systems Credits: 3
• DS 7540 - Machine Learning IV Credits: 3
• DS 7600 - Design I: Human-Centered Design Credits: 3
• DS 7700 - Value II: Data and Society Credits: 3
• DS 7800 - Research Methods in Data Science Credits: 3
• DS 8104 - Network Science Credits: 3
• DS 8998 - Master’s Level Thesis Research Credits: 1 to 12
• DS 9999 - Dissertation Research Credits: 1 to 12