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How to deploy a machine learning model on Azure with minimal cost?

Nandini Dhonde 20 Reputation points
2025-10-25T06:11:32.79+00:00

I’m currently learning Azure Machine Learning and trying to deploy a simple classification model. The deployment works fine, but I’m unsure how to automatically retrain the model when new data is uploaded to Blob Storage.

Is there a way to automate retraining pipelines efficiently within Azure ML? Any example workflows or cost-saving tips would be appreciated!

Azure Machine Learning
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  1. Marcin Policht 63,880 Reputation points MVP Volunteer Moderator
    2025-10-25T08:25:08.19+00:00

    Yep - refer to https://free.blessedness.top/en-us/answers/questions/2168254/automating-retraining-in-azure-ml-ci-cd-pipeline-b and https://free.blessedness.top/en-us/azure/machine-learning/concept-model-monitoring?view=azureml-api-2

    As far as cost savings are concerned, use spot VMs for training - more at https://free.blessedness.top/en-us/answers/questions/826904/is-it-possible-to-run-azure-cluster-(azure-ml)-on

    If the above response helps answer your question, remember to "Accept Answer" so that others in the community facing similar issues can easily find the solution. Your contribution is highly appreciated.

    hth

    Marcin

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