The sense of olfaction is one of the last frontiers in digitization. With advancements in nanoscale materials discovery and the rapid growth of machine learning tools, we are closer to achieving this goal. In this presentation, I will delve into the field and share the results of our research group as we work towards realizing the full potential of digital olfaction.