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Human-in-the-loop techniques to debug machine learning models

Machine learning models are being deployed in critical domains such as healthcare, education and fintech. The current approach to deploying machine learning models is based on considering a data-centric approach where the models are evaluated using performance measures on a test set. However, the high performance of the model on test data is not indicative of its reliability,An important aspect of reliability is in the understanding of what exactly a machine learning model encodes, and to verify if it learns …

Study level
PhD, Master of Philosophy, Honours, Vacation research experience scheme
Faculty
Science and Engineering Faculty
School
School of Information Systems
Research centre(s)

Interactive Learning Environments for STEM and Environmental Education

Many organisations create interactive learning environments for STEM and Environmental Education (e.g. Water authorise, regional councils, museums, universities). The research is often focused on behaviour change as learning outcomes can be difficult to assess in informal settings. The aim of this project is to investigate the features of interactive learning environments for STEM and Environmental Education that have implications for learning, engagement and behaviour change. This research will contribute to the creation of an interaction and immersion framework for STEM …

Study level
Vacation research experience scheme
Faculty
Faculty of Education
School
School of Teacher Education and Leadership
Research centre(s)

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