Neural Networks and Deep Learning

Undergraduate | 2026

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Mode icon
Mode
Mode
Your studies will be on-campus, and may include some online delivery
On campus
area/catalogue icon
Area/Catalogue
ARTI X300
Course ID icon
Course ID
208404
Campus icon
Campus
Adelaide City Campus East, Mawson Lakes
Level of study
Level of study
Undergraduate
Unit value icon
Unit value
6
Course owner
Course owner
School of Comp Sc & IT
Course coordinator
Course coordinator
Lia Song
Course level icon
Course level
3
Work Integrated Learning course
Work Integrated Learning course
No
Study abroad and student exchange icon
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.
Yes
University-wide elective icon
University-wide elective course
Yes
Single course enrollment
Single course enrolment
Yes

Course overview

This course aims to equip students with a foundational understanding of machine learning concepts, their historical development, and their applications. By the end of the course, learners will be able to understand and implement basic machine learning algorithms and evaluate the algorithms on a variety of datasets using suitable evaluation metrics. This course prepares students to effectively apply machine learning techniques to real-world problems and sets the foundation for more advanced studies in machine learning and artificial intelligence.

  • Deep Learning
  • Neural Networks
  • Transformer

Course learning outcomes

  • Select a suitable neural network architecture for a given problem
  • Implement neural network architectures in a modern framework
  • Apply the machine learning pipeline to neural network models on complex datasets
  • Evaluate different deep learning architectures for specific tasks
  • Apply deep learning models for natural language processing and computer vision
  • Present results and recommendations to stakeholders

Availability

Census date Icon
Census date
Fri 27/03/2026
Enrol by date
Enrol by date
Fri 13/03/2026
Last day to W
Last day to W
Fri 10/04/2026
Last day to WF
Last day to WF
Fri 08/05/2026

Class details

Adelaide City Campus East

Class number
Class number 21666
Section
Section PR01
Size
Size 50
Available
Available 41
Dates Days Time Campus Location Instructor
27 Feb - 17 Apr Friday 3:10pm - 5pm Adelaide City Campus East Nexus10, UB34
8 May - 5 Jun Friday 3:10pm - 5pm Adelaide City Campus East Nexus10, UB34
Class number
Class number 21667
Section
Section WS01
Size
Size 50
Available
Available 41
Dates Days Time Campus Location Instructor
26 Feb - 16 Apr Thursday 10:10am - 12pm Adelaide City Campus East Mawson, G19
7 May - 4 Jun Thursday 10:10am - 12pm Adelaide City Campus East Mawson, G19

Census date Icon
Census date
Fri 03/07/2026
Enrol by date
Enrol by date
Fri 19/06/2026
Last day to W
Last day to W
Fri 17/07/2026
Last day to WF
Last day to WF
Fri 31/07/2026

Class details

Adelaide City Campus East

Class number
Class number 40133
Section
Section PR01
Size
Size 30
Available
Available 30
Dates Days Time Campus Location Instructor
4 Jun - 6 Aug Thursday 2:10pm - 4pm Adelaide City Campus East Barr Smith South, 2052
Class number
Class number 40134
Section
Section WS01
Size
Size 30
Available
Available 30
Dates Days Time Campus Location Instructor
3 Jun - 5 Aug Wednesday 3:10pm - 5pm Adelaide City Campus East Nexus10, 102

Prerequisite(s)

  • Must have completed 1 of ARTI2001 Machine Learning/ARTI6003 Machine Learning Algorithms

Corequisite(s)

N/A

Antirequisite(s)

N/A

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If you are studying in a Professional Pathway Psychology or Clinical Psychology program, please refer to the Student Contributions amounts published here.

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.