Inquiry Response: Some Key Aspects Of MLOps
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?
THE BIG IDEAS:
- Managing models
- Supporting MLOps
- Model deployment
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.