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authoredApr 28, 2022
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‎articles/hdinsight/spark/apache-spark-run-machine-learning-automl.md

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## Authentication for workspace
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Workspace creation and experiment submission require an authentication token. This token can be generated using an [Azure AD application](../../active-directory/develop/app-objects-and-service-principals.md). An [Azure AD user](/azure/python/python-sdk-azure-authenticate) can also be used to generate the required authentication token, if multi-factor authentication isn't enabled on the account.
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Workspace creation and experiment submission require an authentication token. This token can be generated using an [Azure AD application](../../active-directory/develop/app-objects-and-service-principals.md). An [Azure AD user](/azure/developer/python/sdk/authentication-overview) can also be used to generate the required authentication token, if multi-factor authentication isn't enabled on the account.
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The following code snippet creates an authentication token using an **Azure AD application**.
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