A²I² tackles real-world problems using methods grounded in modern machine learning and deep learning to make discoveries to advance knowledge and build systems that can benefit society.
Funded by the Australian Research Council’s Laureate Program, our research explores how Bayesian Optimisation can be used to optimise expensive black-box functions.
Studying effective and efficient ways for end-to-end learning with minimal human supervision.
AI for biology and health
Developing methods that tailor disease diagnosis and treatment to specific individuals.
Exploring and developing explainable and trustable algorithms to advance the capabilities of AI and ensure compatibility with humans.
AI for behaviour understanding
Studying patterns in social media signals obtained from unobtrusive data sources to extract socially meaningful indices for personal media.
Addressing data poisoning vulnerabilities to make AI safe to use.
AI for advanced manufacturing
Harnessing the power of artificial intelligence for improved material design and manufacturing processes.
Our research team regularly publish their findings in prestigious journals and open source publications to assist others in pushing the boundaries of possibility.