Azure Machine Learning
An Azure machine learning service for building and deploying models.
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How to use safe and protected communication?
Your question is too vague for anyone to answer. Can you please elaborate?
If you are talking about securing Azure Machine Learning you will need to use Virtual Networks (VNet) to protect.
https://learn.microsoft.com/en-us/azure/machine-learning/how-to-network-security-overview