HKU IDS
Research Postgraduate Programme
Course Offerings
Course Code | Course Title | Category |
---|---|---|
DATA8001 | High-dimensional Data Analysis | Foundation |
DATA8002 | Statistical Inference and Machine Learning for Network Data | Foundation |
DATA8003 | Theoretical Foundation of Deep Learning | Computation |
DATA8004 | Optimization for Statistical Learning | Computation |
DATA8005 | Advanced Natural Language Processing | Application |
DATA8006 | Advanced Data Mining | Foundation |
DATA8007 | Foundations of Sequential Decision-Making | Foundation |
DATA8008 | Scalable Optimization Methods in Data Science | Computation |
DATA8009 | Advanced Deep Learning for Computer Vision | Application |
DATA8010 | Embodied AI: Perception, Representation and Action | Application |
DATA8012 | AI in Medicine | Application |
DATA8013 | Ethical Issues in Big Data | Application |
DATA8014 | Principles of Deep Representation Learning | Foundation |
Course List for 2023/24
Course Code | Course Title | Category | |
---|---|---|---|
Semester 1 (Fall 2023) | |||
DATA8001 | High-dimensional Data Analysis | Foundation | |
DATA8002 | Statistical Inference and Machine Learning for Network Data | Foundation | |
DATA8003 | Theoretical Foundation of Deep Learning | Computation | |
DATA8004 | Optimization for Statistical Learning | Computation | |
DATA8005 | Advanced Natural Language Processing | Application | |
Semester 2 (Spring 2024) | |||
DATA8006 | Advanced Data Mining | Foundation | |
DATA8007 | Foundations of Sequential Decision-Making | Foundation | |
DATA8008 | Scalable Optimization Methods in Data Science | Computation | |
DATA8009 | Advanced Deep Learning for Computer Vision | Application | |
DATA8010 | Embodied AI: Perception, Representation and Action | Application |