Machine Learning Systems Pt. 1: Overview and Challenges

A gentle introduction to MLOps

Art at Scale. Image by author

In 2015, a Machine Learning research paper made massive waves discussing the “Hidden Technical Debt in Machine Learning Systems”. In this paper, Sculley et. al. highlighted how the code to build a machine learning model is a really small piece of the entirety of the project. Since then, this notion was validated…