Certificate in Data Mining and Machine Learning
The Certificate in Data Mining and Machine Learning can be awarded in conjunction with any engineering master's degree. To qualify for this certificate, students enrolled in any master's in engineering program will need to meet the requirements listed below in addition to the standard requirements for their master's degree.
Required Courses
| Code | Title | Units |
|---|---|---|
| CSE 417T | Introduction to Machine Learning | 3 |
| or ESE 417 | Introduction to Machine Learning and Pattern Classification | |
| CSE 517A | Machine Learning | 3 |
| CSE 541T | Advanced Algorithms | 3 |
| Total Units | 9 | |
Foundations Courses
Choose two courses:
| Code | Title | Units |
|---|---|---|
| CSE 412A | Introduction to Artificial Intelligence | 3 |
| CSE 513T | Theory of Artificial Intelligence and Machine Learning | 3 |
| CSE 514A | Data Mining | 3 |
| CSE 515T | Bayesian Methods in Machine Learning | 3 |
| CSE 519T | Advanced Machine Learning | 3 |
| CSE 543T | Algorithms for Nonlinear Optimization | 3 |
| ESE 415 | Optimization | 3 |
| SDS 493 | Probability | 3 |
| or ESE 520 | Probability and Stochastic Processes | |
| SDS 494 | Mathematical Statistics | 3 |
Domain Courses
Choose one course:
| Code | Title | Units |
|---|---|---|
| CSE 427S | Cloud Computing with Big Data Applications | 3 |
| CSE 518A | Human-in-the-Loop Computation | 3 |
| CSE 527A | Natural Language Processing | 3 |
| CSE 534A | Large-Scale Optimization for Data Science | 3 |
| CSE 557A | Advanced Visualization | 3 |
| CSE 559A | Computer Vision | 3 |
| CSE 584A | Algorithms for Biosequence Comparison | 3 |
| CSE 587A | Algorithms for Computational Biology | 3 |
Additional Information
- All courses must be taken for a grade.
- Students with previous courses in machine learning may place out of CSE 417T. These students will be required to complete an additional foundations course for a total of three foundations courses.
- Students who began the certificate prior to FL16 who have successfully completed CSE 517A, independent of CSE 417T, will be required to complete an additional foundations course in place of CSE 417T for a total of three foundations courses. No student will be allowed to take CSE 417T after the successful completion of CSE 517A.
- Any student who began the certificate prior to FL16 may use CSE 441T in place of CSE 541T.