Applying DevOps to Machine Learning: ROCKFlows, a Story from the Trenches

The Machine Learning (ML) community is currently blooming with hundreds of new algorithms to implement tasks such as data classification for example. To support data scientists and engineers who have to chose among all these algorithms, we are defining the ROCKFlows platform to automatically create a software product line of workflows integrating such algorithms. This paper describes the approach that support this approach in a devops way.