Is this the right deployment strategy?
By now, you have become familiar with the several types of prediction service deployments: batch, stream, real-time, and edge. You know also that there are different strategies to follow depending on your system's context. For this exercise you will imagine a colleague at work comes to ask you for help. He is building an automated MLOps system that will:
- Run predictions in batch
- Run the prediction every day at midnight
- Be a part of a non-critical system
- The predictions will not be delivered back to any user nor system
- The performance of the predictions will be evaluated
Your colleague suggests that a blue/green deployment strategy is the way to go. What can you suggest to your colleague?
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Fully Automated MLOps
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