We will be evaluating the use of different neural network architectures with the purpose of developing a classifying deep learning system. This system should be capable of automatically sleep stage scoring human sleep data from a multivariate EEG source. We will be working with Cardiff University’s NaPS Laboratory (Neuroscience and Psychology of sleep) and CUBRIC (Cardiff University Brain Research Imaging Centre) with the hopes of providing a system that can aid in the scoring of their data to a high degree of accuracy; at least compared to current more primitive methods.