  Machine learning solutions, in particular those based on deep learning
methods, form an underpinning of the current revolution in "artificial
intelligence" that has dominated popular press headlines and is having a
significant influence on the wider tech agenda. Here we give an overview of the
3Ds of ML systems design: Data, Design and Deployment. By considering the 3Ds
we can move towards \emph{data first} design.
