MLOps level 2 — CI/CD + Continous Training

MLOps level 2 is about utilising automated CI/CD to enable rapid and reliable updates to pipelines in production, as well as other environments.

Photo by Anton Maksimov juvnsky on Unsplash

Recommended Pre-Reading

This article is the final article of a 3 part series discussing the various levels of MLOps. To understand how the various levels differ please find links and resources below.

MLOps level 0 (Manual Pipelines) can be found here: https://towardsdatascience.com/mlops-level-0-manual-pipelines-7278b9949e59

Image by author. MLOps Level 0

MLOps level 1 (Continuous Training) can be found here: https://towardsdatascience.com/mlops-level-1-continuous-training-b2a633e27d47

Image by author. MLOps Level 1

In order to get the most from this article it is important that you understand the terminology I will be using. To familiarise yourself with the terminology I have outlined the various steps of a machine learning service in great detail in this…