Automating Your Containerised Model Deployments

with AWS, Terraform, Ansible, and GitLab-CI

We will be touching on a portion of “Serving Infrastructure” and “Process Management” in this post. Image adapted from Figure 1 in Sculley et al. (2015) [1]

The term MLOps, or Machine Learning Operations is a loaded term that comprises a complex of tasks, processes and infrastructure to set up, automate and monitor. An early 2015 paper by Google, before this term was even coined, describes this well, with ML code encompassing a small fraction of the overall…