MLOps Query regarding SageMaker Project template and Pipelines

Question

Hi MLOps Gurus,

I'd like to seek guidance on my below situation.

This is regarding Sagemaker Project creation in AWS. The use case is to take final model (built by DS team) from S3 and do all sorts of Bias analysis using Clarify and upon acceptance of its response(Bias & Explainability reports) by Data Scientists, deploy to Model Monitor. Now, as there is no prebuilt Sagemaker template that caters to my use case, how shall I initiate this whole process and how shall I create a ML project at first place.

Also, how shall I initiate a notebook from within my cloudformation template for DS Team to kick off from Service Catalogue to automate the above process?

Any pointers would be greatly appreciated.

Regards,
Nikhil

Answer

To learn more about building custom SageMaker projects templates, I usually suggest a read of Build Custom SageMaker Project Templates – Best Practices, and also to check if the use case of interest is already present in this collection of custom templates: Custom Project Templates in SageMaker.

I'm not really sure I understand:

Also, how shall I initiate a notebook from within my cloudformation template for DS Team to kick off from Service Catalogue to automate the above process?

I'm not really sure I understand:
>Also, how shall I initiate a notebook from within my cloudformation template for DS Team to kick off from Service Catalogue to automate the above process?

MLOps Query regarding SageMaker Project template and Pipelines

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