Applications of deep learning in healthcare and the efficient adaptation of deep neural networks Public Deposited
Applied deep learning is an area that has been evolving rapidly in recent years and is now ubiquitous within the machine learning and artificial intelligence communities. Deep learning has made its way into every part of modern life, from the pictures we take, to the way our devices operate, to the very information we are exposed to. In this work we aim to contribute meaningful innovations to the field of applied deep learning with an emphasis on healthcare applications. In the following chapters we present original research in clinical representation learning, clinical predictive modelling, and efficient adaptation of large neural networks.