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articles/machine-learning/v1/how-to-setup-authentication.md

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All the authentication workflows for your workspace rely on Azure Active Directory. If you want users to authenticate using individual accounts, they must have accounts in your Azure AD. If you want to use service principals, they must exist in your Azure AD. Managed identities are also a feature of Azure AD.
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For more on Azure AD, see [What is Azure Active Directory authentication](/azure/active-directory/authentication/overview-authentication.md).
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For more on Azure AD, see [What is Azure Active Directory authentication](/azure/active-directory/authentication/overview-authentication).
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Once you've created the Azure AD accounts, see [Manage access to Azure Machine Learning workspace](../how-to-assign-roles.md) for information on granting them access to the workspace and other operations in Azure Machine Learning.
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### Managed identity with a VM
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1. Enable a [system-assigned managed identity for Azure resources on the VM](/azure/active-directory/managed-identities-azure-resources/qs-configure-portal-windows-vm.md#system-assigned-managed-identity).
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1. Enable a [system-assigned managed identity for Azure resources on the VM](/azure/active-directory/managed-identities-azure-resources/qs-configure-portal-windows-vm#system-assigned-managed-identity).
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1. From the [Azure portal](https://portal.azure.com), select your workspace and then select __Access Control (IAM)__.
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1. Select __Add__, __Add Role Assignment__ to open the __Add role assignment page__.
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## Use Conditional Access
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As an administrator, you can enforce [Azure AD Conditional Access policies](/azure/active-directory/conditional-access/overview.md) for users signing in to the workspace. For example, you
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can require two-factor authentication, or allow sign in only from managed devices. To use Conditional Access for Azure Machine Learning workspaces specifically, [assign the Conditional Access policy](/azure/active-directory/conditional-access/concept-conditional-access-cloud-apps.md) to Machine Learning Cloud app.
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As an administrator, you can enforce [Azure AD Conditional Access policies](/azure/active-directory/conditional-access/overview) for users signing in to the workspace. For example, you
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can require two-factor authentication, or allow sign in only from managed devices. To use Conditional Access for Azure Machine Learning workspaces specifically, [assign the Conditional Access policy](/azure/active-directory/conditional-access/concept-conditional-access-cloud-apps) to Machine Learning Cloud app.
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## Next steps
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