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articles/ai-services/computer-vision/overview-identity.md

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[!INCLUDE [Gate notice](./includes/identity-gate-notice.md)]
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[!INCLUDE [GDPR-related guidance](./includes/identity-data-notice.md)]
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This documentation contains the following types of articles:
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* The [quickstarts](./quickstarts-sdk/identity-client-library.md) are step-by-step instructions that let you make calls to the service and get results in a short period of time.
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See the [customer checkin management](https://github.com/Azure-Samples/azure-ai-vision/tree/main/face/Scenario-CustomerCheckinManagement) and [face photo tagging](https://github.com/Azure-Samples/azure-ai-vision/tree/main/face/Scenario-FacePhotoTagging) scenarios on GitHub for working examples of facial recognition technology.
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> [!WARNING]
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> On June 11, 2020, Microsoft announced that it will not sell facial recognition technology to police departments in the United States until strong regulation, grounded in human rights, has been enacted. As such, customers may not use facial recognition features or functionality included in Azure Services, such as Face or Video Indexer, if a customer is, or is allowing use of such services by or for, a police department in the United States. When you create a new Face resource, you must acknowledge and agree in the Azure Portal that you will not use the service by or for a police department in the United States and that you have reviewed the Responsible AI documentation and will use this service in accordance with it.
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> On June 11, 2020, Microsoft announced that it will not sell facial recognition technology to police departments in the United States until strong regulation, grounded in human rights, has been enacted. As such, customers may not use facial recognition features or functionality included in Azure Services, such as Face or Video Indexer, if a customer is, or is allowing use of such services by or for, a police department in the United States. When you create a new Face resource, you must acknowledge and agree in the Azure portal that you will not use the service by or for a police department in the United States and that you have reviewed the Responsible AI documentation and will use this service in accordance with it.
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## Face detection and analysis
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Modern enterprises and apps can use the Face recognition technologies, including Face verification ("one-to-one" matching) and Face identification ("one-to-many" matching) to confirm that a user is who they claim to be.
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[!INCLUDE [GDPR-related guidance](./includes/identity-data-notice.md)]
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### Identification
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articles/ai-services/computer-vision/whats-new.md

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- `2023-07-01-preview`
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- `v4.0-preview.1`
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These features will no longer be available with the retirement of the preview API versions:
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The following features will no longer be available upon retirement of the preview API versions, and they are removed from the Studio experience as of January 10, 2025:
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- Model customization
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- Background removal
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- Product recognition

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