How can I use a already trained model of AutoML in Designer pipelines, for retraining and deploy?

Anonymous
2022-09-22T13:28:53.98+00:00

I have a model that is already been trained with Auto ML (Voting Ensemble algorithm). This model is already deployed and in production.
I would like to know how can I retrain this model using the Designer pipelines? More specificaly, how can I import this model, builded on Auto ML, with some of the components in the designer for retraining?

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
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  1. YutongTie-MSFT 46,996 Reputation points
    2022-09-23T08:00:28.367+00:00

    Hello @Anonymous

    Thanks for using Microsoft Q&A platform. I understand you have already trained your model with AutoML. Luckily in V2 preview, you can deploy an AutoML-trained machine learning model to an online (real-time inference) endpoint.

    The guidance is here - https://learn.microsoft.com/en-us/azure/machine-learning/how-to-deploy-automl-endpoint?tabs=Studio

    But please be aware that SDK v2 is currently in public preview. The preview version is provided without a service level agreement, and it's not recommended for production workloads. Certain features might not be supported or might have constrained capabilities. For more information, see Supplemental Terms of Use for Microsoft Azure Previews- https://azure.microsoft.com/support/legal/preview-supplemental-terms/

    If you are aimming to a stable environment and want to use SDK v1, you can import your model to designer as this guidance - https://learn.microsoft.com/en-us/azure/machine-learning/how-to-manage-models?tabs=use-local

    To create a model in Machine Learning, from the UI, open the Models page. Select Register model, and select where your model is located. Fill out the required fields, and then select Register. Then you can find the model in your conponent and use it directly in designer.

    I hope above information helps. Please let us know if you have more questions.

    Regards,
    Yutong

    -Please kindly accept the answer if you feel helpful to support the community, thanks a lot.