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Larry Franks
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linking to central doc
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articles/machine-learning/how-to-deploy-local-container-notebook-vm.md

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@@ -59,9 +59,9 @@ An example notebook that demonstrates local deployments is included on your comp
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To submit sample data to the running service, use the following code. Replace the value of `service_url` with the URL of from the previous step:
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> [!NOTE]
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> When authenticating to a deployment on the compute instance, the authentication is made using Azure Active Directory. The call to `interactive_auth.get_authentication_header()` in the example code authenticates you using AAD, and returns a header that can then be used to authenticate to the service on the compute instance.
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> When authenticating to a deployment on the compute instance, the authentication is made using Azure Active Directory. The call to `interactive_auth.get_authentication_header()` in the example code authenticates you using AAD, and returns a header that can then be used to authenticate to the service on the compute instance. For more information, see [Set up authentication for Azure Machine Learning resources and workflows](how-to-setup-authentication.md#interactive-authentication).
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>
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> When authenticating to a deployment on Azure Kubernetes Service or Azure Container Instances, a different authentication method is used. For more information on authenticating to models deployed to those services, see [Consume an Azure Machine Learning model deployed as a web service](how-to-consume-web-service.md).
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> When authenticating to a deployment on Azure Kubernetes Service or Azure Container Instances, a different authentication method is used. For more information on, see [Set up authentication for Azure Machine Learning resources and workflows](how-to-setup-authentication.md#web-service-authentication).
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```python
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import requests

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