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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​