Azure machine learning templates in ARM templates

Question

Do ARM templates offer the built-in functionality to create Azure Machine Learning Pipelines?

The documentation that I have found describes using the SDK to create Azure ML Pipelines.

My searches in the ARM template documentation have not resulted in anything about machine learning pipelines.

I am asking because someone else here might know a better answer than what my research is showing.

Answer 1

Do ARM templates offer the built-in functionality to create Azure Machine Learning Pipelines?

According to this MS-Document,

As of Now, ARM templates do not have built-in features for creating Azure Machine Learning pipelines. To create pipelines in Azure Machine Learning, they recommend using:

1. CLI
2. Python SDK v2
3. UI

However, you can use the Azure Machine Learning SDK to create pipelines. The Azure Machine Learning service provides a managed API to register and manage models, and you can use Azure ML Compute to create and manage clusters to execute pipelines.

Reference:

Create and run machine learning pipelines using components with the Azure Machine Learning SDK v2 - Azure Machine Learning | Microsoft Learn