From Jupyter to Kubernetes: Refactoring and Deploying Notebooks Using Open-Source Tools

Web: https://towardsdatascience.com/from-jupyter-to-kubernetes-refactoring-and-deploying-notebooks-using-open-source-tools-19f99585e923?source=rss----7f60cf5620c9---4

Software Engineering For Data Science

A step-by-step guide to going from a messy notebook to a pipeline running in Kubernetes

Notebooks are great for rapid iterations and prototyping but quickly get messy. After working on a notebook, my code becomes difficult to manage and unsuitable for deployment. In production, code organization is essential for maintainability (it’s much easier to improve and debug organized code than a long, messy notebook).

In this post, I’ll describe …

data science jupyter jupyter-notebook kubernetes machine learning notebooks open open source refactoring tools