University of Queensland

This course examines the theory and practice of machine learning, including conceptual, computational, mathematical and statistical frameworks. Topics include: classification, regression, optimization, neural networks, deep learning, unsupervised learning, semi-supervised learning, clustering, dimensionality reduction and generative models. The implementation of machine learning techniques, experimentation and practical application are a central theme of the course.

This course examines basic concepts in modern linguistics relating to sentence structure and how meaning is encoded. 

This course examines key ideas behind algorithms from a statistical perspective, and provide an in-depth knowledge that will enable students to apply the methods with awareness of their strengths and limitations. The topics covered will include probabilistic and analytic foundations, multivariate statistical analysis and machine learning, with a particular focus on clustering, classification, model selection and high-dimensional statistical analysis. 

This course examines geographical information systems (GIS) using basic statistical methods and spatial analysis. It focus on various spatial analysis and modelling techniquesﾠand geo-visualization for applications relating to the natural and built environments and human activities.

This course examines the effectiveness of the law and justice system from a psychological perspective. By experiencing a fictional case first hand, students will learn about the psychology of law and some of the misconceptions commonly held about criminal justice. 

This course examines political dynamics of development and resistance. It covers contemporary struggles over development as well as some of the historical trajectories underpinning those. It introduces the ﾠpolitical dynamics of development and resistance at local, national, regional, and global levels, and the relevance of decolonial thought. It explores how different political development objectives inter-relate, and how they are institutionalized, experienced, and acted upon, not least through resistance struggles, contestations, and calls for reform or change.