What are the two common problems with regards to data your model can encounter in production?

Answer

Out of domain data and domain shift.

Relevant part of lecture

supplementary material

To learn more about issues surrounding deploying your model, in the lecture Jeremy suggests a book by Emmanuel Ameisan, Building Machine Learning Powered Applications: Going from Idea to Product.