Once you realized your Language Model you need to deploy it. It might be a building block in a larger pipeline. You might want to build a Model Factory to periodically retrain the model. You might need specialized processors like GPU’s and TPU’s or use a special runtime like ONNX to accelerate AI (Transformer) Models inference. A real DevOps job.
This article is part of the project Periodic Table of NLP Tasks. Click to read more about the making of the Periodic Table and the project to systemize NLP tasks.