What Is MLOps And Why You Should Implement It Into Your Machine Learning Pipelines

From Software To Deployment - Part 1

by Ben Rogojan

Background

In 2014 a group of Google researchers put out a paper titled Machine Learning: The High-Interest Credit Card of Technical Debt. This paper pointed out a growing problem that many companies might have been ignoring.

Using the framework of technical debt, we note that it is remarkably easy to incur massive ongoing maintenance costs …