5 Levels of MLOps Maturity

Progression of ML infrastructure from Level 1 maturity to Level 5. Image by author.

Introduction

Building a solid infrastructure for ML systems is a big deal. It needs to ensure that the development and deployment of ML applications are organized and reliable. But here’s the thing — every company’s infrastructure needs are different. It depends on how many ML applications they have, how quickly they need to deploy, or how many requests they need to handle.