Checklist for NLPOps — Bringing an NLP Model to Production

In various NLP projects in the past, we experienced how different requirements and changing requirements can alter the options you have to deploy your model in the end. During the whole process of machine learning, you are facing decisions, and depending on those decision outcomes, your deployment options change. I don’t know whether the term NLPOps exists, but if it doesn’t, I am coining it as of today. In this article, I will show you an NLPOps checklist that helped us during the last projects and clarified many questions about deployment.