Analytics for Decision Making

Undergraduate | 2026

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Mode
Mode
Your studies will be on-campus, and may include some online delivery
On campus
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Area/Catalogue
INFO 1035
Course ID icon
Course ID
207120
Campus icon
Campus
Adelaide City Campus
Level of study
Level of study
Undergraduate
Unit value icon
Unit value
6
Course owner
Course owner
Adelaide University
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Course level
1
Work Integrated Learning course
Work Integrated Learning course
No
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Inbound study abroad and exchange
Inbound study abroad and exchange
The fee you pay will depend on the number and type of courses you study.
No
University-wide elective icon
University-wide elective course
No
Single course enrollment
Single course enrolment
No

Course overview

The aim of this course is to provide an overview of the tools and techniques of data analytics, and how these can be used by an organisation and to introduce and use some of the common tools for analysis. Introduction to data-driven decision making, associated challenges and ethical considerations. Neural networks: classification problems, error functions, gradient descent, cross-entropy etc. Image analysis: image processing, manipulation, segmentation etc. Convolutional Neural Networks: introduction to CNNs, convolutional layers, stochastic gradient descent, network architectures. Time series analysis. Programming: Python.

Course learning outcomes

  • Analyse large datasets using neural networks and Python.
  • Analyse images and classify them using convolutional neural networks and Python.
  • Understand the data analytics lifecycle and apply it to constrained problems in data analytics.
  • Apply data-driven decision-making to real-world problems.

Prerequisite(s)

N/A

Corequisite(s)

N/A

Antirequisite(s)

N/A

Assumed knowledge

N/A

Textbook(s)

N/A

Inherent requirements

N/A

Other resources

N/A

Assessment

N/A

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The Student Contribution amount displayed below is for students commencing a new program from 2021 onwards. If you are continuing in a program you commenced prior to 1 January 2021, or are commencing an Honours degree relating to an undergraduate degree you commenced prior to 1 January 2021, you may be charged a different Student Contribution amount from the amount displayed below. Please check the Student Contribution bands for continuing students here. If you are an international student, or a domestic student studying in a full fee paying place, and are continuing study that you commenced in 2025 or earlier, your fees will be available here before enrolments open for 2026.