MLOps

Machine Learning Operations, better known as MLOps, is the discipline of delivering machine learning (ML) models through repeatable and efficient workflows. It advocates formalizing and automating critical steps of Machine Learning system construction, deployment, and optimization.

This whitepaper addresses the need for MLOps in organizations that embark on their Machine Learning journey. We will set the stage by focusing on the challenges of operationalizing Artificial Intelligence (AI). Next, we explain the need for standardized Machine Learning engineering practices, and we will provide an overview of the continuous delivery and automation of Machine Learning. The final part of this paper provides guidance in getting started with MLOps in your organization.