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Model Deployment Options in Azure

Tori Tompkins enumerates ways to deploy machine learning models in Azure:

There are so many options to deploy models in Azure that is can get quite overwhelming. In this blog, we break down all the available options and consider the pros and cons of each tooling option.

Even with those, there are other approaches as well, like hosting Spark-based models in Azure Synapse Analytics, using SQL Server Machine Learning Services on an Azure SQL Managed Instance or VM running SQL Server, etc.