Course overview
This course aims to provide students with advanced skills in programming for Artificial Intelligence (AI) and Machine Learning (ML). Building on foundational knowledge, this course introduces students to the practical application of key AI and ML libraries such as TensorFlow and PyTorch, and advanced concepts including transformer models. Through hands-on programming tasks and projects, students will develop a deeper understanding of how to implement, optimise, and evaluate AI and ML models, preparing them for complex problem-solving and innovative developments in the field of AI and ML.
- AI Libraries
- AI Applications
- Data Representation
Course learning outcomes
- Implement advanced machine learning models using TensorFlow and PyTorch, demonstrating proficiency in these libraries
- Develop and optimise neural network models, applying appropriate techniques for model training and evaluation
- Utilization of machine learning models for various applications, such as natural language processing, showcasing an understanding of their architecture and functionalities.
- Evaluate the performance of machine learning models using appropriate metrics, and apply fine-tuning and transfer learning techniques to improve model outcomes
- Demonstrate the ability to integrate and apply advanced AI and ML programming concepts through a comprehensive capstone project, effectively solving a complex problem
Availability
Class details
Adelaide City Campus East
Class number 56296
Section FR01
Size 355
Available 355
Class number 56298
Section PR01
Size 60
Available 60
Class number 56297
Section PR02
Size 60
Available 60
Class number 58590
Section PR03
Size 60
Available 60
Class number 58589
Section PR04
Size 60
Available 60
Class number 58588
Section PR05
Size 60
Available 60
Class number 58587
Section PR06
Size 60
Available 60
Class number 56300
Section WS01
Size 60
Available 60
Class number 56299
Section WS02
Size 60
Available 60
Class number 58586
Section WS03
Size 60
Available 60
Class number 58585
Section WS04
Size 60
Available 60
Class number 58584
Section WS05
Size 60
Available 60
Class number 58583
Section WS06
Size 60
Available 60
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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.