From Experiment To Production: A Reliable Architecture For Version-Controlled MLOps
Red Hat, March 24,2026
In the fast-paced world of artificial intelligence/machine learning (AI/ML), the biggest challenge isn't just building a model-it's managing the data that powers it.
We've all been there: a model's performance shifts or a data analysis yields inconsistent results, and you're left wondering, "Wait, which version of the dataset did I use for this training run or report?"
But, there's good news. If you're working in a Red Hat environment, our new AI quickstart solves this exact problem. It combines the orchestration power of Red Hat OpenShift AI with the "Git-for-data" versioning capabilities of lakeFS.