Website
http://dataportal.arc.gov.au/NCGP/API/grants/DP230101122
Funding Status
Active
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Funded Activity Summary
Build competency aware and assuring machine learning systems. Recent development in machine learning (ML) has seen ML models with extremely high prediction accuracy. However, to support human-machine partnership in decision-making in complex environments, beyond accuracy, it is essential for ML systems to be competency aware and reliable, and at the same time be exploratory. This project aims to develop novel techniques to equip a ML system with the ability to identify own competency, to justify its competency and decisions, to explore unknown situations and fully utilise existing expertise to deal with unknowns. The expected outcomes of the project will enable ML systems to become truely intelligent and reliable machine partners for human decision makers in a wide range of applications.Funded Activity Details
Start Date: 2023
End Date: 12-2025
Funding Scheme: Discovery Projects
Funding Amount: $420,000.00
Funder: Australian Research Council
Research Topics
ANZSRC Field of Research (FoR)
Data mining and knowledge discovery | Machine learning not elsewhere classified | Data management and data science |
ANZSRC Socio-Economic Objective (SEO)
