Research Projects
Machine Learning research projects
Our academics are at the forefront of researching and developing new technologies. We have a successful history of translating that research into practice for the benefit of our partners. We also have supported many PhD students onto successful careers.
Contact our Graduate Services team
Discover a selection of research work from the Machine Learning group
Bayesian and Statistical Machine Learning
- BARD: Bayesian Argumentation via Delphi
- Nonparametric Bayesian Machine Learning for Modern Data Analytics
- Stay well: Analysing lifestyle data from smart monitoring devices
- Bayesian Learning with Unbounded Capacity from Heterogenous and Set-Valued Data
- Target-agnostic analytics: Building agile predictive models for big data
Deep Learning
- Learning Deep Semantics for Automatic Translation between Human Languages
- Deep Learning for Cybersecurity
- Generative Adversarial Networks for Behaviour Discovery
- Towards Robust Learning Systems via Amortised Optimisation and Domain Adaptation
Learning with Text
- Google AI for social impact
- Social Media Analytics for Social Good
Relational and Structured Learning
- Nonparametric Bayesian Machine Learning for Modern Data Analytics
Online Learning and Learning from Non-stationary Distributions
- Autonomous Learning in a Dynamic World
Time Series Analysis
- EMOTIV: Hack your brain with a machine that reads minds
- Highly Scalable Autonomous Time Series Analysis
- Time series classification for new-generation Earth observation satellites
- Efficient and effective analytics for real-world time series forecasting
- Application of Advanced Short Term Power Generation Forecasting
- Cognitive Buildings Project
Industry collaboration
- Data analytics for risk and safety data collected from construction sites
- Cirrus: an automated mammography-based measure of breast cancer risk
- Movember15: Improving men’s access to care: a national ambulance approach to reduce suicide and to improve the mental health of men and boys
- An Innovative Integrated Algorithms for Cost-Effective Management of Water Pipe Networks
- fungalAI - Anti-fungal stewardship and infection control
- Improving the Quality of Primary Health Care for TAC Clients
- Data Analysis of Victoria Police Incidents and Injuries Data
- Datafication as a trans-disciplinary tool to refine, understand and address a range of complex real-world situations