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.
@article{arxiv.1903.11241,
title = {Data Science and Digital Systems: The 3Ds of Machine Learning Systems Design},
author = {Neil D. Lawrence},
journal= {arXiv preprint arXiv:1903.11241},
year = {2019}
}
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Paper presented at the Stu Hunter Research Conference held at the Villa Porro Pirelli in Induno Olona, Italy, from Sunday February 17th to Wednesday February 20th, 2019