Course overview
This is course is designed to delve into the intricacies of deep learning, focusing on cutting-edge applications and architectures. The course emphasises the practical application of deep learning techniques, particularly in handling image data using convolutional neural networks (CNNs). Students will explore a variety of deep learning frameworks and gain hands-on experience through detailed case studies that showcase the implementation of these technologies in real-world scenarios. From recognising visual patterns to enhancing image processing capabilities, the course offers a thorough examination of how deep learning can be leveraged to solve complex problems in various domains, preparing students for innovative challenges in the field of AI and ML.
- Deep Learning Foundation
- Neural Network
- Advanced Cnn Architectures
- Transformers And Their Applications
Course learning outcomes
- Comprehensive understanding of deep learning fundamentals, including activation functions, optimisation algorithms, and framework setup
- Proficiency in designing, implementing, and optimising CNNs for image processing tasks
- Advanced capability in leveraging complex CNN architectures for high-level image processing tasks such as object detection and image segmentation
- Understanding and application of transformer architectures within the context of vision-related tasks
Availability
Class details
Mawson Lakes
Class number 26434
Section FR01
Size 150
Available 150
Class number 26435
Section PR01
Size 30
Available 30
Class number 27148
Section PR02
Size 30
Available 30
Class number 27149
Section PR03
Size 30
Available 30
Class number 27150
Section PR04
Size 30
Available 30
Class number 27151
Section PR05
Size 30
Available 30
Class number 24071
Section WS01
Size 30
Available 30
Class number 27152
Section WS02
Size 50
Available 50
Class number 27153
Section WS03
Size 50
Available 50
Adelaide City Campus East
Class number 26436
Section FR01
Size 150
Available 150
Class number 26437
Section PR01
Size 30
Available 30
Class number 28878
Section PR02
Size 30
Available 30
Class number 27154
Section PR03
Size 30
Available 30
Class number 27155
Section PR04
Size 30
Available 30
Class number 27156
Section PR05
Size 30
Available 30
Class number 24072
Section WS01
Size 50
Available 50
Class number 27157
Section WS02
Size 50
Available 50
Class number 27158
Section WS03
Size 50
Available 50
Class details
Mawson Lakes
Class number 59151
Section FR01
Size 90
Available 90
Class number 59153
Section PR01
Size 30
Available 30
Class number 59152
Section PR02
Size 30
Available 30
Class number 59155
Section WS01
Size 70
Available 70
Class number 59154
Section WS02
Size 70
Available 70
Adelaide City Campus East
Class number 59144
Section FR01
Size 120
Available 120
Class number 59148
Section PR01
Size 30
Available 30
Class number 59147
Section PR02
Size 30
Available 30
Class number 59146
Section PR03
Size 30
Available 30
Class number 59145
Section PR04
Size 30
Available 30
Class number 59150
Section WS01
Size 70
Available 70
Class number 59149
Section WS02
Size 70
Available 70
Fee calculator
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Study Abroad student tuition fees are available here.
Only some Postgraduate Coursework programs are available as Commonwealth Supported. Please check your program for specific fee information.
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.