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newsRed Hat AITrust 88 · LabPublished 13d agoLive · 11d ago

From experiment to production: A reliable architecture for version-controlled MLOps

Many believe that building models is the most challenging thing in AI, but managing the data that powers those models is equally difficult. 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 helps address this exact problem. It combines the orchestration p

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