Productionizing NLP Models

Lately, I have been consolidating my experiences of working in different ML projects. I will tell this story from the lens of my recent NLP project to classify phrases into categories -- A multiclass single label problem. Making AI teams is quite tricky. If you don't have the skillsets inside your company, you have to plan hiring. Since every project has a start and end time, it's difficult to have the entire team from the start.