This repository contains the lecture slides and course materials for an advanced university course on deep learning for natural language processing offered at Oxford in 2017. The course covers the application of recurrent neural networks to tasks including language modeling, text analysis, speech transcription, machine translation, and question answering. It was delivered by researchers from Oxford and DeepMind, with content organized around progression from basic language modeling to conditional transduction and advanced applications.