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
|