The Beyond Jupyter project is a collection of resources for software design, with a specific focus on machine learning applications. The software being developed in machine learning contexts often remains at fairly low levels of abstraction and fails to satisfy well-established standards in software design and software engineering. One could argue that development environments such as Jupyter even