Research Postgraduate Programmes
Course List for 2025/2026
Semester 1 (Fall 2025)
| Course Code | Course Title | Category | Instructor | Semester |
|---|---|---|---|---|
| DATA8001 | High-dimensional Data Analysis | Foundation | Prof Yi MA | Semester 1 |
| DATA8002 | Statistical Inference and Machine Learning for Network Data | Foundation | Prof Alec KIRKLEY | Semester 1 |
| DATA8005 | Advanced Natural Language Processing | Application | Prof Tao Yu | Semester 1 |
| DATA8013 | Ethical Issues in Big Data | Application | Prof Boris BABIC | Semester 1 |
| DATA8014 | Principles of Deep Representation Learning | Foundation | Prof Yi MA | Semester 1 |
| DATA8015 † | Mathematical Foundation of Data Science | Foundation | Prof Yingyu LIANG Prof Difan ZOU Dr Yue XIE |
Semester 1 |
| DATA8016 † | Computer Security | Application | Prof Ho CHEN | Semester 1 |
| DATA8017 † | Quantitative Neuroscience and AI: Modeling, Inference, and Shared Principles | Computation | Prof Andrew LUO | Semester 1 |
| DATA8018 † | Fundamentals of Autonomous Intelligent Systems | Application | Prof Hongyang LI | Semester 1 |
† Pending for approval
DATA8006
Course Instructor: Prof Chao HUANG
Schedule: Mondays, 1:30 pm – 4:20 pm @ P603 Seminar Room, Graduate House
Foundation
DATA8007
Foundations of Sequential Decision-Making
Course Instructor: Dr Wenjie HUANG
Schedule: Thursdays, 1:30 pm – 4:20 pm @ P603 Seminar Room, Graduate House
Foundation
DATA8003
Theoretical Foundation of Deep Learning
Course Instructor: Prof Yingyu LIANG, Prof Difan ZOU
Schedule: Fridays, 9:30 am – 12:20 pm @ P603 Seminar Room, Graduate House
Computation
DATA8004
Optimization for Statistical Learning
Course Instructor: Prof Man Chung YUE
Schedule: Thursdays, 9:30 am – 12:20 pm @ P603 Seminar Room, Graduate House
Computation
DATA8009
Advanced Deep Learning for Computer Vision
Course Instructor: Prof Xihui LIU
Schedule: Wednesdays, 1:30 pm – 4:20 pm @ P603 Seminar Room, Graduate House
Application
DATA8010
Embodied AI: Perception, Representation and Action
Course Instructor: Prof Yanchao YANG
Schedule: Tuesdays, 1:30 pm – 4:20 pm @ P603 Seminar Room, Graduate House
Application