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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?

This exercise is part of the course

Fully Automated MLOps

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