Is there a Java SDK for Azure Machine Learning service? If not, is there a way to create Azure ML pipelines, experiments etc from Java codebase?
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No, today there is only a SDK for Python. Alternatively you could use the Azure CLI extension for ML which you could call from your Java code: https://learn.microsoft.com/en-us/azure/machine-learning/service/reference-azure-machine-learning-cli

silent
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The Azure Machine Learning Studio
directly supports only R & Python
.
There is no way to handle Azure ML pipelines with java code at the moment.
However, you can consume Azure Cognitive Services (which provides pre-trained models) through the exposed Java API.
Refer this for more details.

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Patrick
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