Honours and Masters project

Are you interested in applying your AI knowledge to music, especially classical music? You will explore how AI (and Deep Learning) can be used in music, such as using Generative AI to create Theme & Variations in classical music, analysing classical music structures (e.g., sonata form, theme & variation form, etc.), and identifying instruments (e.g., violin vs. viola).

Are you interested in programming maps, such as GoogleMaps or Open Street Maps? This project uses online maps extensively for visualising routes, and other objects of interest.

Are you interested in applying your AI/DL knowledge to the medical domain? This project focuses on the use of AI in Medical Imaging (e.g., CT, MRI, X-ray, ultrasound). The work includes segmentation and classification; for example, segmenting tumour from medical images and then classifying the tumour grade. We will use various Deep Learning techniques, such as CNNs, and experiment with a variety of Deep Learning frameworks, such as U-Net and ResNet.

Are you interested in applying your database knowledge to a medical domain? In this project, you will explore data curation, management, processing and analysis of medical data. You will explore various medical and patient datasets available publicly, such as the UK Biobank, Cancer Atlas, etc.

This project is in collaboration with the Faculty of Dentistry, Airlangga University, Indonesia. We will explore the use of AI in dentistry, especially in dental medical imaging and periodontology (gum disease). Gum disease often causes bone loss in the furcation of a lower molar (see picture below). A furcation involvement, also called a furcation invasion, is an area of bone loss at the branching point of a tooth root.

AI has been increasingly used in Medicine. There are big opportunities for AI in medical research, including medical imaging diagnosis. AI and Deep Learning have been used to detect and classify lesions in various diseases, such as cancers. 

Are you interested in working with hospital data? This project is a collaboration with the Faculty of Medicine, Monash University. In this project, you will be working with medical doctors from Monash Health. 

This project aims to develop a historical map of greater Melbourne, showing its yearly road development and residential land use from 1966 to the present. You will learn how to use a geospatial DBMS and a geospatial visualisation tool. 

Are you interested in biomedical? You could combine your data science and computing expertise to analyse DNA and genetics.

Are you interested in learning Quantum Computing from scratch? If yes, this project might be for you. Week by week, you will explore and learn the basics of quantum computing, focusing on data processing. You will answer questions such as what the limits of classical computing are, why new paradigms are needed, and where quantum computing may help.