Note: This course version is currently under review and is subject to change.
ProgramsSCSCS(PG)DataSciMaster of Data Science (2024)
Show information forcommencing students (ie. started First Year then).
The course requirements described here apply to persons who commenced their candidature after 1 January, 2024 and persons who commenced their candidature prior to 1 January, 2024 who elect to proceed under 2024 resolutions.
Candidates who commenced prior to 1 January, 2024 may complete the requirements in accordance with the resolutions in force at the time of their commencement, provided that requirements are completed by 1 January, 2029, or later date as the faculty may, in special circumstances, approve.
Candidates who first commenced in 2024, and are re-enrolling for 2025 or later, should be aware that there may have been changes in units of study offered since, Check that units are still available by clicking the unit of study link in the course table. See 2025 version of this course for up to date unit of study list.
For details of relevant resolutions see faculty handbook at sydney.edu.au/handbooks.
Print View | Download as PDF Administrative Information (Fees, ATAR etc.)
Select plan for Major/Pathway
In your enrolment portal, please choose the 18cp of Specialisation units from the relevant specialisation collection.
Year 1 - Semester 1
| SITS Diet Block/Type | CP | Unit of Study/Unit Block |
| 6 | COMP5310: Principles of Data Science | |
| 6 | STAT5003: Computational Statistical Methods | |
| 6 | INFO5990: Professional Practice in IT | |
| 6 | Data Science Specialist Units |
Note: This order of units is a guide only. Where core units are available in both Semester 1 and Semester 2, they can be switched with an alternative unit in this guide.
Year 1 - Semester 2
| SITS Diet Block/Type | CP | Unit of Study/Unit Block |
| 6 | COMP5048: Visual Analytics | |
| 6 | INFO5992: Understanding IT Innovations | |
List | 12 | Select from Data Science Specialist Units Data Science Foundation Units Data Science Elective Units Note: Students in the Research Pathway are advised to enrol in INFO5993 + DATA5704 instead of foundation and elective units. To enrol in Research Pathway units, students who have a 75 WAM after completing 24CP of Data Science core and/or specialisation units may apply for Departmental Permission for the units. |
Year 2 - Semester 1
| SITS Diet Block/Type | CP | Unit of Study/Unit Block |
| 6 | Data Science Specialist Units | |
List | 6 | Select from Data Science Specialist Units Data Science Foundation Units Data Science Elective Units |
| 12 | Select from Data Science Project and Research Units Note: Students in Professional Pathway are advised to enrol in their Capstone Project unit DATA5703 or DATA5709. Those in Research Pathway are advised to enrol in DATA5702 |
Requirements for this Pathway
| Type | CP | CP From |
| 18 | Select from COMP5338: Advanced Data Models COMP5339: Data Engineering COMP5349: Cloud Computing |
In your enrolment portal, please choose the 18cp of Specialisation units from the relevant specialisation collection.
1. Specialisation in Data Engineering
| Type | CP | CP From |
| 18 |
Select from
COMP5338: Advanced Data Models COMP5339: Data Engineering COMP5349: Cloud Computing |
|
| View complete Program Structure | ||
Note: In your enrolment portal, please choose the 18cp of Specialisation units from the relevant specialisation collection.
2. Specialisation in Machine Learning
| Type | CP | CP From |
| 18 |
Select from
COMP5318: Machine Learning and Data Mining COMP5328: Advanced Machine Learning COMP5329: Deep Learning |
|
| View complete Program Structure | ||
Note: In your enrolment portal, please choose the 18cp of Specialisation units from the relevant specialisation collection.
3. Unspecified Specialisation
| Type | CP | CP From |
| 18 |
Select from
Unit Block Data Science Specialist Units Note: Unspecified Specialisation requires the completion of 18 credit points from the Data Science Specialist units of study table. |
|
| View complete Program Structure | ||
Note: In your enrolment portal, please choose the 18cp of Specialisation units from the relevant specialisation collection.
Block 1 - Data Science Core Units (Min CP: 18,Max CP: 18)
| Unit Code | Unit Name | CP | Sessions Offered |
| COMP5048 | Visual Analytics | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5310 | Principles of Data Science | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| STAT5003 | Computational Statistical Methods | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
Block 2 - Professional Core Units (Min CP: 12,Max CP: 12)
| Unit Code | Unit Name | CP | Sessions Offered |
| INFO5990 | Professional Practice in IT | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| INFO5992 | Understanding IT Innovations | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
Block 3 - Data Science Specialist Units (Min CP: 18,Max CP: 30)
| Unit Code | Unit Name | CP | Sessions Offered |
| COMP5046 | Natural Language Processing | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5313 | Large Scale Networks | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5318 | Machine Learning and Data Mining | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5328 | Advanced Machine Learning | 6 |
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5329 | Deep Learning | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5338 | Advanced Data Models | 6 |
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5339 | Data Engineering | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5349 | Cloud Computing | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5425 | Multimedia Retrieval | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| INFO5060 | Data Analytics and Business Intelligence | 6 |
Int July
107 - Int July
|
| QBUS6810 | Statistical Learning and Data Mining | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| QBUS6840 | Predictive Analytics | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
Note:
Completion of a Specialisation is optional for the Master of Data Science.
A Specialisation requires the completion of18 credit points of Specialisation Core units, and completion of a minimum of 12 credit points of capstone or research project units in the same area as the specialisation for the Master of Data Science.
The specialisations available are: Data Engineering, and Machine Learning
Candidates who choose not to take a specialisation sequence complete 18 credit points of Unspecified specialisation units of study.
See Majors/Pathways tab for details. In your enrolment portal, please choose the 18cp of Specialisation units from the relevant specialisation collection.
Block 4 - Data Science Foundation Units (Max CP: 12)
| Unit Code | Unit Name | CP | Sessions Offered |
| COMP9001 | Introduction to Programming | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP9017 | Systems Programming | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP9110 | System Analysis and Modelling | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP9120 | Database Management Systems | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP9121 | Design of Networks & Distributed Systems | 6 |
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| INFO6007 | Project Management in IT | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| STAT5002 | Introduction to Statistics | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
Block 5 - Data Science Elective Units (Max CP: 12)
| Unit Code | Unit Name | CP | Sessions Offered |
| COMP5047 | Pervasive Computing | 6 |
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5216 | Mobile Computing | 6 |
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5347 | Web Application Development | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5348 | Enterprise Scale Software Architecture | 6 |
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5416 | Advanced Network Technologies | 6 |
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5425 | Multimedia Retrieval | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5426 | Parallel and Distributed Computing | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5427 | Usability Engineering | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| CSYS5010 | Introduction to Complex Systems | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| DATA5207 | Data Analysis in the Social Sciences | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Int December
112 - Int December
|
| ELEC5514 | IoT Wireless Sensing and Networking | 6 |
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| ELEC5517 | Software Defined Networks | 6 |
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| ELEC5618 | Software Quality Engineering | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| PHYS5033 | Environmental Footprints and IO Analysis | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
Block 6 - Data Science Project and Research Units (Min CP: 12,Max CP: 24)
| Unit Code | Unit Name | CP | Sessions Offered |
| DATA5702 | Data Science Research Project A | 12 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| DATA5703 | Data Science Capstone Project | 12 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| DATA5704 | Data Science Research Project B | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| DATA5707 | Data Science Capstone A | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| DATA5708 | Data Science Capstone B | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| DATA5709 | Data Science Capstone Project – Individual | 12 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| INFO5993 | IT Research Methods | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
Note:
All candidates for the Master of Data Science are required to complete a substantial project that will allow the student to apply and demonstrate their knowledge and skills from the program.
Professional Pathway Project Units
The minimum requirement for the Professional Pathway is 12 credit points of Data Science Capstone Project units.
Candidates can complete either DATA5707 and DATA5708 (6+6 credit points - two semesters available for part-time students) or DATA5703 or DATA5709 (12 credit points - single semester).
The remaining 12 credit points in the Professional Pathway may be taken from Specialist, Foundation or Elective units.
Research Pathway Units
Candidates in the Research Pathway must take all 24 credit points of the Research Pathway units of study (DATA5702, DATA5704 and INFO5993).
Candidates who choose the Research Pathway will be required to undertake a project in an area related to the specialisation.
Block 7 - Specialisation - Data Engineering (Max CP: 18)
| Unit Code | Unit Name | CP | Sessions Offered |
| COMP5338 | Advanced Data Models | 6 |
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5339 | Data Engineering | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5349 | Cloud Computing | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
Block 8 - Specialisation - Machine Learning (Max CP: 18)
| Unit Code | Unit Name | CP | Sessions Offered |
| COMP5318 | Machine Learning and Data Mining | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5328 | Advanced Machine Learning | 6 |
Semester 2
For Semester 2 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
| COMP5329 | Deep Learning | 6 |
Semester 1
For Semester 1 calendar dates look up `Semester 1` on the university timetable website at https://web.timetable.usyd.edu.au/calendar.jsp
|
Block 9 - Specialisation - Unspecified Specialisation (Max CP: 18)
Note: Unspecified Specialisation requires the completion of 18 credit points from the Data Science Specialist units of study table.
| Course: | Master of Data Science (2024) |
| CP Required: | 72 |
| Min FT Duration: | 1.50 Years |
| Min PT Duration: | N/A |
| Faculty/School: | School of Computer Science |
| Years Offered: | 2025, 2024, 2023 |
| Requirements: | Summary Students must complete 72 credit points as follows: (a) for the Professional Pathway: ► 18 credit points of Data Science Core units ► 12 credit points of Professional Core units ► 12 credit points of Capstone project units ► A minimum of 18 credit points of Specialisation units or Data Science Specialist units ► A maximum of 12 credit points of Elective or Foundation units (b) for the Research Pathway: ► 18 credit points of Data Science Core units ► 12 credit points of Professional Core units ► 24 credit points of Research pathway units ► 18 credit points of Specialisation units of study or Data Science Specialist units ► no credit points of Elective or Foundation units The completion of a specialisation is not mandatory. If a student chooses to do a specialisation, it must be completed within the Specialist units credit points described above. Faculty Resolutions Details of relevant Faculty resolutions are available via the university handbook site at: http://sydney.edu.au/handbooks/ |
Report Type:
