Antibodies are important as proteins of the immune system and as therapeutics. However, as a consequence of their complex nature, laboratory based therapeutic antibody discovery is an expensive and time consuming process. During my DPhil, I will be developing deep learning tools, inspired by the current advances in other machine learning fields (e.g. natural language processing), for improving antibody design and enabling the exploration of a larger antibody space.