AWS Auto Scaling lets you automatically scale AWS resources up and down. AWS Auto Scaling comes with a single user console interface, which enables you to configure auto scaling across multiple AWS resources and services, for entire applications or individual resources.

DevOps for Machine Learning, or MLOps, is new on the scene. The differences between MLOps and mainstream DevOps practices are not yet widely understood. We can understand MLOps practices better by looking at the needs that drive them. Let’s consider what we see in advanced MLOps projects and what needs drive that complexity.