From the course: Enterprise AI Solutions with AWS: Amazon Q Business, Bedrock Knowledge Bases, and SageMaker MLOps

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Enterprise MLOps framework

Enterprise MLOps framework

From the course: Enterprise AI Solutions with AWS: Amazon Q Business, Bedrock Knowledge Bases, and SageMaker MLOps

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Enterprise MLOps framework

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- [Instructor] Let's talk through Enterprise MLOps, a comprehensive framework for getting machine learning into production at scale. So what you're looking at here isn't just another MLOps diagram. This is specifically designed for Enterprise organizations that need to move beyond a proof of concept to a production system that delivers real value. Unlike a startup, though, things are a little bit different, because you can't take a shortcut or accept higher risk, and Enterprise needs a systemic, sustainable approach. And if you look at this diagram, you can see that these are some of the things that you need to consider. So at the center, we have MLOps itself. So Kaizen is really the component that means improvement, and MLOps really manifests this in improving the model accuracy and also the entire supporting ecosystem. We also have DevOps, and this is the foundation itself for MLOps. It's a little bit like the foundation of a house. So if you look at things like CICD and automation,…

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