An Elegant Guide to Testing Your Data Science Pipeline Using Pytest

A Comprehensive Guide to Pytest for Data Science Projects

Motivation

One of the biggest hurdles today’s data science teams are facing is transitioning their data-driven pipeline from jupyter notebooks to executable, reproducible, and organized files comprising functions and classes.

For most of us, working in a jupyter notebook is a fun and enjoyable task in the life-cycle of a data science project.

However, building an error-free, well-tested, and reliable data pipeline that does not …

artificial intelligence data data science machine learning pipeline programming pytest python science testing