均分要求：985/211:75
· 学校针对该课程为学生提供最新发展的高级计算机、统计与数学课程;
· 主要内容将覆盖大数据的融合、分析与应用的开发技术;
· 提供与多行业的交叉联系、培养就业竞争力及大型系统的组合与集成的能力;
· 与大数据专家亲密接触，有机会亲身参与系里现有的大数据研究项目。
课程list：
For the Master of Data Science 32 units comprising -
. 14 units, being all compulsory courses in Part A; and
i. at least 6 units from Part B1; and
ii. at least 6 units from Part B2; and
iii. the balance from electives being courses in Part C or other courses approved by the Executive Dean.
Part A Compulsory - 14 units including all of
| Course Code |
Units |
Course Title |
| DATA7001 |
2 |
Introduction to Data Science |
| DATA7002 |
2 |
Data Privacy: Ethics, Law and Technical Considerations |
| DATA7201 |
2 |
Advanced Data Analytics |
| DATA7202 |
2 |
Statistical Methods for Data Science |
| DATA7901 |
2 |
Data Science Capstone Project 1 |
| DATA7902 |
4 |
Data Science Capstone Project 2 |
Part B1 - at least 6 units from
| Course Code |
Units |
Course Title |
| MATH7501 |
2 |
Mathematics for Data Science 1 |
| MATH7502 |
2 |
Mathematics for Data Science 2 |
| STAT7203 |
2 |
Applied Probability & Statistics |
| INFS7907 |
2 |
Advanced Database Systems |
| INFS7901 |
2 |
Database Principles |
| CSSE7030 |
2 |
Introduction to Software Engineering |
Part B2 - at least 6 units from
| Course Code |
Units |
Course Title |
| COMP7703 |
2 |
Machine Learning |
| INFS7205 |
2 |
Advanced Techniques for High Dimensional Data |
| INFS7410 |
2 |
Information Retrieval and Web Search |
| DATA7203 |
2 |
Computational Models for Data Science |
| INFS7203 |
2 |
Data Mining |
| MATH7232 |
2 |
Operations Research & Mathematical Planning |
| STAT7502 |
2 |
Advanced Statistics I |
| MATH7202 |
2 |
Advanced Topics in Operations Research |
| MATH7406 |
2 |
Control Theory |
Part C Electives - balance from
| Course Code |
Units |
Course Title |
| ACCT7101 |
2 |
Accounting |
| BINF6000 |
2 |
Concepts in Bioinformatics |
| BINF6001 |
2 |
Introduction to Proteins and Nucleic Acids |
| BINF7000 |
2 |
Advanced Bioinformatics |
| BINF7001 |
2 |
Advanced Genome Informatics |
| COMP7500 |
2 |
Advanced Algorithms & Data Structures |
| COMP7505 |
2 |
Algorithms & Data Structures |
| COMP7702 |
2 |
Artificial Intelligence |
| COSC7500 |
2 |
Numerical Methods in Computational Science |
| COSC7502 |
2 |
High-Performance Computing |
| COSC7504 |
2 |
Introduction to Computational Biology |
| CSSE7023 |
2 |
Advanced Software Engineering |
| DECO7110 |
2 |
Design Thinking |
| ECON7310 |
2 |
Elements of Econometrics |
| ECON7350 |
2 |
Applied Econometrics for Macroeconomics and Finance |
| ECON7390 |
2 |
Financial Econometrics |
| FINM7401 |
2 |
Finance |
| FINM7403 |
2 |
Portfolio Management |
| MATH7039 |
2 |
Financial Mathematics |
| MATH7049 |
2 |
Computation in Financial Mathematics |
| MATH7091 |
2 |
Financial Calculus |
| MKTG7501 |
2 |
Fundamentals of Marketing |
| MKTG7503 |
2 |
Consumer & Buyer Behaviour |
| MKTG7510 |
2 |
Market & Consumer Research |
| PUBH7600 |
2 |
Introduction to Epidemiology |
| PUBH7630 |
2 |
Introduction to Biostatistics |
| STAT7174 |
2 |
Applications of Computational Statistics |
| STAT7301 |
2 |
Mathematical Statistics |
| STAT7303 |
2 |
Experimental Design |
| STAT7304 |
2 |
Probability Models & Stochastic Processes I |
| STAT7503 |
2 |
Advanced Statistics II |
| STAT7504 |
2 |
Advanced Probability & Stochastic Processes I |
