Our MLOps story: Production-Grade Machine Learning for Twelve Brands

Things we learned building an MLOps platform with limited means at DPG Media in the Netherlands

Deploying a machine learning model once is a straightforward task; repeatedly bringing machine learning models into production is much harder. To address this complex process, the concept of MLOps (Machine Learning Operations) emerged. MLOps represents the convergence of DevOps, machine learning, and software engineering practices. There are several nuances…