AI and machine learning

Developing AI-based solutions that enhance industry performance

Under the theme of AI and machine learning, we are developing theories that explain the generalisation ability of (deep) machine learning models that will enable research applicable to a range of different technologies and applications, particularly for industry engagement. Our team of researchers will:

  • Find principled designs for AI and machine learning algorithms to enhance the trustworthiness of AI and machine learning techniques and tools
  • Develop algorithms that deal with weakly supervised information, causally responsible representations, heterogeneous information fusion, visual plausible data generation, energy cost efficient computation, and model robustness and scalability in the wide

This research will have broader applications in eCommerce, health, cybersecurity, logistics and supply chain, and streamlined manufacturing.

Research projects

Explore our research

Dr Tongliang Liu

+61 2 8627 5966



Dr Chang Xu

+61 2 8627 6015



Core research team


Prof Stefan B. Williams – Director, Digital Sciences Initiative
Faculty of Engineering, University of Sydney NSW 2006 Australia
+61 2 9351 8152