From the course: AI Orchestration: Designing the Prototype Architecture and Data Strategy
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AI orchestration overview
From the course: AI Orchestration: Designing the Prototype Architecture and Data Strategy
AI orchestration overview
- [Instructor] Welcome to AI Orchestration. In this video, we'll explore the core concepts and challenges of coordinating AI systems. And AI orchestration is a lot like, let's say, a team or orchestra. You have to make multiple components work together, and these systems, as they grow more complex, it's really important to understand the nuances of how that orchestration works in itself. So let's go ahead and take a look at core components here. There's three of 'em that make up a AI system: model management, resource coordination, and data flow management. And each of 'em will play a role in making sure that it's effective. Now, if we think through model management, the first step here, we have a version control system that's going to track the changes when you deploy it into production. And you're going to select the right logic as well when you're going to update the model. So it's not just the model, but it's the model and the logic to implement how that model is served. And if we…
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