Inquiry Response: Some Key Aspects Of MLOps

Inquiry:

We are exploring bringing some of our advanced analytics capability in house. To do this I think we would need to integrate MLOps into our existing CI/CD process. What would we need in place to make this happen?

Response:

THE BIG IDEAS:

  • Managing models
  • Supporting MLOps
  • Model deployment

MANAGING MODELS

You can definitely integrate MLOps into your existing environment. In addition to the testing you do for regular software, you need to add a machine learning (ML) testing capability.

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