COMP 7026 Data Engineering Fundamentals
Credit Points 10
Description Data Engineers design systems that gather, store and present data for critical decision-making and further analysis. While there are several software tools to set up data systems, the dynamic nature of the data landscape necessitates that Data Engineers possess an in-depth understanding of fundamental concepts and agile processes. In this subject, students will acquire a foundational understanding of key data engineering concepts, enabling them to design and construct robust data systems. Every facet of the data engineering lifecycle will be meticulously explored, providing students with hands-on exposure to state of the art data software systems. Additionally, students will delve into essential topics such as data security, ethics, and data ownership.
School Computer, Data & Math Sciences
Student Contribution Band HECS Band 2 10cp
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Level Postgraduate Coursework Level 7 subject
Pre-requisite(s) COMP 7024
Assumed Knowledge
Basic programming knowledge is required.
Learning Outcomes
- Set-up appropriate software for the ingestion of data.
- Compute and allocate appropriate storage for data.
- Write scripts to query and transform data.
- Provide appropriate interfaces for data access.
- Identify ethical and security issues of storing and accessing data.
Subject Content
Data Engineering Foundations
- Data Engineering Described
- Data Engineering Lifecycle
- Designing Good Data Architecture
- Choosing Technologies
Data Engineering Lifecycle
- Data Generation Source Systems
- Storage Methods
- Ingestion
- Queries, Modelling and Transformation
- Serving data analytics, machine learning, reverse ETL
Data Governance
- Security, Privacy, Ethics, Data Sovereignty (IGA)
Future of Data Engineering
Assessment
The following table summarises the standard assessment tasks for this subject. Please note this is a guide only. Assessment tasks are regularly updated, where there is a difference your Learning Guide takes precedence.
Type | Length | Percent | Threshold | Individual/Group Task | Mandatory |
---|---|---|---|---|---|
Quiz | 30 minutes (per Quiz) | 20 | N | Individual | Y |
Applied Project | 3 weeks | 30 | N | Individual | Y |
Final Exam | 2 hours | 50 | Y | Individual | Y |
Teaching Periods
Spring (2025)
Parramatta - Victoria Rd
On-site
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