Challenges in Deploying Machine Learning: a Survey of Case Studies. (arXiv:2011.09926v3 [cs.LG] UPDATED)

In recent years, machine learning has transitioned from a field of academic
research interest to a field capable of solving real-world business problems.
However, the deployment of machine learning models in production systems can
present a number of issues and concerns. This survey reviews published reports
of deploying machine learning solutions in a variety of use cases, industries
and applications and extracts practical considerations corresponding to stages
of the machine learning deployment workflow. By mapping found challenges to the
steps …

arxiv case case studies challenges learning machine machine learning studies survey