Conclusion : Workflow Tools for Model Pipelines
Explore how to create portable and automated model pipelines using workflow tools such as Airflow, Docker, and Kubernetes. Understand the benefits of configuration as code and how these tools simplify scalable model management across cloud environments.
We'll cover the following...
We'll cover the following...
In this chapter, we explored a batch model pipeline for applying a machine learning model to a set of users and storing the results in BigQuery. To make the pipeline portable, so ...