Useful links
The focus of this unit is on understanding and applying relevant concepts, techniques, algorithms, and tools for the analysis, management and visualisation of data- with the goal of enabling discovery of information and knowledge to guide effective decision making and to gain new insights from large data sets. To this end, this unit of study provides a broad introduction to data management, analysis, modelling and visualisation using the Python programming language. Development of custom software using the powerful, general-purpose Python scripting language; Data collection, cleaning, pre-processing, and storage using various databases; Exploratory data analysis to understand and profile complex data sets; Mining unlabelled data to identify relationships, patterns, and trends; Machine learning from labelled data to predict into the future; Communicate findings to varied audiences, including effective data visualisations. Core data science content will be taught in normal lecture + tutorial delivery mode. Python programming will be taught through an online learning platform in addition to the weekly face-to-face lecture/tutorials. The unit of study will include hands-on exercises covering the range of data science skills above.
Study level | Postgraduate |
---|---|
Academic unit | Computer Science |
Credit points | 6 |
Prerequisites:
?
|
None |
---|---|
Corequisites:
?
|
None |
Prohibitions:
?
|
INFO3406 or OCMP5310 |
Assumed knowledge:
?
|
Good understanding of relational data model and database technologies as covered in ISYS2120 or COMP9120 (or equivalent UoS from different institutions) |
At the completion of this unit, you should be able to:
This section lists the session, attendance modes and locations the unit is available in. There is a unit outline for each of the unit availabilities, which gives you information about the unit including assessment details and a schedule of weekly activities.
The outline is published 2 weeks before the first day of teaching. You can look at previous outlines for a guide to the details of a unit.
Session | MoA ? | Location | Outline ? |
---|---|---|---|
Semester 1 2024
|
Normal evening | Camperdown/Darlington, Sydney |
View
|
Semester 2 2024
|
Normal evening | Camperdown/Darlington, Sydney |
View
|
Session | MoA ? | Location | Outline ? |
---|---|---|---|
Semester 1 2025
|
Normal evening | Camperdown/Darlington, Sydney |
Outline unavailable
|
Semester 2 2025
|
Normal evening | Camperdown/Darlington, Sydney |
Outline unavailable
|
Session | MoA ? | Location | Outline ? |
---|---|---|---|
Semester 1 2020
|
Normal evening | Camperdown/Darlington, Sydney |
View
|
Semester 2 2020
|
Normal evening | Camperdown/Darlington, Sydney |
View
|
Semester 1 2021
|
Normal evening | Camperdown/Darlington, Sydney |
View
|
Semester 1 2021
|
Normal evening | Remote |
View
|
Semester 2 2021
|
Normal evening | Camperdown/Darlington, Sydney |
View
|
Semester 2 2021
|
Normal evening | Remote |
View
|
Semester 1 2022
|
Normal evening | Camperdown/Darlington, Sydney |
View
|
Semester 1 2022
|
Normal evening | Remote |
View
|
Semester 2 2022
|
Normal evening | Camperdown/Darlington, Sydney |
View
|
Semester 2 2022
|
Normal evening | Remote |
View
|
Semester 1 2023
|
Normal evening | Camperdown/Darlington, Sydney |
View
|
Semester 1 2023
|
Normal evening | Remote |
View
|
Semester 2 2023
|
Normal evening | Camperdown/Darlington, Sydney |
View
|
Find your current year census dates
This refers to the Mode of attendance (MoA) for the unit as it appears when you’re selecting your units in Sydney Student. Find more information about modes of attendance on our website.