Tentative Course Offerings
Fall 2024 – Spring 2025
IMPORTANT!
The following course offerings are TENTATIVE subject to change and/or cancellation. Please consult the official Schedule of Classes on TritonLink each quarter for the most up-to-date information.
| Course | Title | Quarter Offered | Group | Pre-Requisites | MS Comp Exam Eligible |
|---|---|---|---|---|---|
| DSC 200 | Data Science Programming | Fall 2024 | A | ||
| DSC 202 | Data Management for Data Science | Winter 2025 | A | ||
| DSC 204A | Scalable Data Systems | Spring 2025 | B | DSC 202 | Yes |
| DSC 206 | Algorithms for Data Science | Winter 2025 | B | DSC 212 | Yes |
| DSC 210 | Numerical Linear Algebra | Fall 2024 | A | ||
| DSC 211 | Introduction to Optimization | Winter 2025 | A | DSC 210 | |
| DSC 212 | Probability and Statistics for Data Science | Fall 2024 | A | ||
| DSC 212 | Probability and Statistics for Data Science | Spring 2025 | A | ||
| DSC 214 | Topological Data Analysis | Spring 2025 | C | ||
| DSC 231 | Embedded Sensing and IOT Data Models and Methods | Spring 2025 | C | ||
| DSC 240 | Machine Learning | Winter 2025 | B | DSC 210; DSC 212 | Yes |
| DSC 240 | Machine Learning | Spring 2025 | B | DSC 210; DSC 212 | Yes |
| DSC 241 | Statistical Models | Fall 2024 | B | DSC 210; DSC 212 | Yes |
| DSC 241 | Statistical Models | Spring 2025 | B | DSC 210; DSC 212 | Yes |
| DSC 242 | High-dimensional Probability and Statistics | Fall 2024 | B | *DSC 212; *DSC 241 | |
| DSC 244 | Large-Scale Statistical Analysis | Winter 2025 | B | DSC 210; DSC 212 | Yes |
| DSC 245 | Intro to Causal Inference | Fall 2024 | B | DSC 212; DSC 240 | Yes |
| DSC 250 | Advanced Data Mining | Winter 2025 | B | ||
| DSC 253 | Advanced Data-Driven Text Mining | Fall 2024 | C | ||
| DSC 260 | Data Ethics and Fairness | Fall 2024 | B | ||
| DSC 261 | Responsible Data Science | Fall 2024 | B | DSC 240; DSC 241 | |
| DSC 291 | Privacy-sensitive Data Systems | Spring 2025 | Special Topics | ||
| DSC 291 | Interpretable & Explainable ML | Fall 2024 | Special Topics | ||
| DSC 291 | Causal Discovery & Causality-Related Machine Learning | Spring 2025 | Special Topics | ||
| DSC 291 | Trustworthy Machine Learning | Spring 2025 | Special Topics | ||
| DSC 291 | Data Science in Biomedicine | Winter 2025 | Special Topics | ||
| DSC 291 | Machine Learning with Few Labels | Spring 2025 | Special Topics | ||
| DSC 291 | Statistical Genomics | Fall 2024 | Special Topics | ||
| DSC 291 | Online Learning | Winter 2025 | Special Topics | ||
| DSC 291 | Differential Privacy | Fall 2024 | Special Topics | ||
| DSC 291 | Mathematics of Deep Learning | Winter 2025 | Special Topics | ||
| DSC 291 | Statistical Analysis in Physics | Winter 2025 | Special Topics | ||
| DSC 291 | Exploration Problems in Sequential Decision Making | Winter 2025 | Special Topics | ||
| DSC 291 | Network Science and graph theory | Winter 2025 | Special Topics | ||
| DSC 293 | Faculty Research Seminar | Fall 2024 | |||
| DSC 293 | Faculty Research Seminar | Winter 2025 | |||
| DSC 293 | Faculty Research Seminar | Spring 2025 |