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articles/synapse-analytics/machine-learning/quickstart-integrate-azure-machine-learning.md

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# Quickstart: Create a new Azure Machine Learning linked service in Synapse
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> **IMPORTANT, PLEASE NOTE THE BELOW LIMITATIONS:**
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> - **The Azure ML integration is not currently supported in Synapse Workspaces with Data Exfiltration Protection.** If you are **not** using data exfiltration protection and want to connect to Azure ML using private endpoints, you can set up a managed AzureML private endpoint in your Synapse workspace. [Read more about managed private endpoints](../security/how-to-create-managed-private-endpoints.md)
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> - **The Azure ML integration is not currently supported in Synapse Workspaces with Data Exfiltration Protection.** If you are **not** using data exfiltration protection and want to connect to Azure Machine Learning using private endpoints, you can set up a managed Azure Machine Learning private endpoint in your Synapse workspace. [Read more about managed private endpoints](../security/how-to-create-managed-private-endpoints.md)
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> - **AzureML linked service is not supported with self hosted integration runtimes.** This applies to Synapse workspaces with and without Data Exfiltration Protection.
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> - **The Azure Synapse Spark 3.3 and 3.4 runtimes do not support using the Azure ML Linked Service to authenticate to the Azure Machine Learning MLFlow tracking URI.** To learn more about the limitations on these runtimes, see [Azure Synapse Runtime for Apache Spark 3.3](../spark/apache-spark-33-runtime.md) and [Azure Synapse Runtime for Apache Spark 3.4](../spark//apache-spark-34-runtime.md)
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> - **The Azure Synapse Spark 3.3 and 3.4 runtimes do not support using the Azure Machine Learning Linked Service to authenticate to the Azure Machine Learning MLFlow tracking URI.** To learn more about the limitations on these runtimes, see [Azure Synapse Runtime for Apache Spark 3.3](../spark/apache-spark-33-runtime.md) and [Azure Synapse Runtime for Apache Spark 3.4](../spark//apache-spark-34-runtime.md)
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In this quickstart, you'll link an Azure Synapse Analytics workspace to an Azure Machine Learning workspace. Linking these workspaces allows you to leverage Azure Machine Learning from various experiences in Synapse.
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