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Research Postgraduate Programme

Shape the Future – Advance Your Research with Our Interdisciplinary Postgraduate Programme.

Course List for 2024/25

Semester 2 (Spring 2025)

DATA8006

Advanced Data Mining

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

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
DATA8003 Theoretical Foundation of Deep Learning Computation Prof Yingyu LIANG
Prof Difan ZOU		 Semester 2
DATA8004 Optimization for Statistical Learning​ Computation​ Prof Man Chung YUE Semester 2
DATA8005 Advanced Natural Language Processing​ Application​ Prof Tao Yu Semester 1
DATA8006 Advanced Data Mining​ Foundation Prof Chao HUANG Semester 2
DATA8007 Foundations of Sequential Decision-Making​ Foundation Dr Wenjie HUANG Semester 2
DATA8008 Scalable Optimization Methods in Data Science​ Computation​ Dr Yue XIE Semester 1
DATA8009 Advanced Deep Learning for Computer Vision​​ Application Prof Xihui LIU Semester 2
DATA8010 Embodied AI: Perception, Representation and Action  Application​ Prof Yanchao YANG Semester 2
DATA8012 AI in Medicine Application​ Prof Qingpeng ZHANG 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