Hi everyone, is there a way to train and deploy ml models in azure ml designer, all process (including deployment) should be done in the pipeline using components.

Sena Aslan 5 Reputation points
2024-01-16T15:33:41.37+00:00

I've created a training pipeline in the azure ml designer. Now, i need to deploy this model but it should not be done with no code method like in below picture. deploy-in-job-detail-page.png I need to register and deploy model in the pipeline using components. How can i do that ? I am sharing my pipeline below. I would appreciate your help. delay pipeline.PNG

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
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Microsoft Configuration Manager Deployment
Microsoft Configuration Manager Deployment
Microsoft Configuration Manager: An integrated solution for for managing large groups of personal computers and servers.Deployment: The process of delivering, assembling, and maintaining a particular version of a software system at a site.
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  1. YutongTie-MSFT 48,156 Reputation points
    2024-01-17T23:43:05.45+00:00

    @Sena Aslan If my understanding is correct, you are looking for a component to deploy your model as a part of your workflow in Designer? This is not supported at this moment.

    Designer as it name, it supports the build of the pipeline but not includes the deployment. Is there any specific reason you want to do it within a designer?

    Reference document - https://learn.microsoft.com/en-us/azure/machine-learning/concept-designer?view=azureml-api-2

    If you want to do it in** an automatically way, like select the best model to deploy, it's about Automated ML**

    Let Automated ML train and find the best model based on your data without writing a single line of code. Learn more about Automated ML

    The automated machine learning interface allows you to deploy the best model as a web service in a few steps. Deployment is the integration of the model so it can predict on new data and identify potential areas of opportunity.

    Please take a look at the document - https://learn.microsoft.com/en-us/azure/machine-learning/tutorial-first-experiment-automated-ml?view=azureml-api-2#deploy-the-best-model

    I hope this helps.

    Regards,

    Yutong -Please let us know if you have further questions, please kindly accept the answer to support the community, thanks a lot.

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