Applied Deep Learning for Engineers

This subject covers a modern deep learning approach to engineering using a project-centric pedagogy. Building upon system optimisation and machine learning fundamentals presented in ELEN90088, the subject will present advanced deep learning architectures to address long-standing engineering challenges such as system complexity, curse of dimensionality, and modelling gap. Subject will specifically focus on engineering problems from multiple application areas including Internet of Things (IoT), smart grid and power systems, robotics, cyber-security, and communication networks. The concepts taught in this subject will lead to a better understanding of how advanced deep learning frameworks can be applied to modern engineering and cyber-physical systems.