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articles/ai-services/.openpublishing.redirection.applied-ai-services.json

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"source_path_from_root": "/articles/ai-services/openai/how-to/prepare-dataset.md",
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"redirect_url": "/azure/ai-services/openai/concepts/fine-tuning-considerations",
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"redirect_document_id": true
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}
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},
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{
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"source_path_from_root": "/articles/ai-services/content-moderator/try-image-api.md",
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"redirect_url": "/azure/ai-services/content-moderator/client-libraries",
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"redirect_document_id": false
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},
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{
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"source_path_from_root": "/articles/ai-services/content-moderator/try-text-api.md",
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"redirect_url": "/azure/ai-services/content-moderator/client-libraries",
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"redirect_document_id": false
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},
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{
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"source_path_from_root": "/articles/ai-services/content-moderator/try-image-list-api.md",
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"redirect_url": "/azure/ai-services/content-moderator/image-lists-quickstart-dotnet",
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"redirect_document_id": false
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},
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{
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"source_path_from_root": "/articles/ai-services/content-moderator/try-terms-list-api.md",
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"redirect_url": "/azure/ai-services/content-moderator/term-lists-quickstart-dotnet",
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"redirect_document_id": false
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},
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]
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}

articles/ai-services/computer-vision/computer-vision-how-to-install-containers.md

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* Review [Configure containers](computer-vision-resource-container-config.md) for configuration settings
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* Review the [OCR overview](overview-ocr.md) to learn more about recognizing printed and handwritten text
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* Refer to the [Read API](https://westus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-2/operations/5d986960601faab4bf452005) for details about the methods supported by the container.
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* Refer to the [Read API](/rest/api/computervision/operation-groups?view=rest-computervision-v3.2-preview) for details about the methods supported by the container.
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* Refer to [Frequently asked questions (FAQ)](FAQ.yml) to resolve issues related to Azure AI Vision functionality.
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* Use more [Azure AI containers](../cognitive-services-container-support.md)

articles/ai-services/computer-vision/concept-background-removal.md

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## Use the API
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The background removal feature is available through the [Segment](https://centraluseuap.dev.cognitive.microsoft.com/docs/services/unified-vision-apis-public-preview-2023-02-01-preview/operations/63e6b6d9217d201194bbecbd) API (`imageanalysis:segment`). See the [Background removal how-to guide](./how-to/background-removal.md) for more information.
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The background removal feature is available through the [Segment](/rest/api/computervision/image-analysis/segment?view=rest-computervision-2023-02-01-preview&tabs=HTTP) API (`imageanalysis:segment`). See the [Background removal how-to guide](./how-to/background-removal.md) for more information.
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## Next steps
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articles/ai-services/computer-vision/concept-shelf-analysis.md

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Get started with Product Recognition by trying out the stitching and rectification APIs. Then do basic analysis with the Product Understanding API.
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* [Prepare images for Product Recognition](./how-to/shelf-modify-images.md)
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* [Analyze a shelf image](./how-to/shelf-analyze.md)
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* [API reference](https://eastus.dev.cognitive.microsoft.com/docs/services/unified-vision-apis-public-preview-2023-04-01-preview/operations/644aba14fb42681ae06f1b0b)
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* [API reference](/rest/api/computervision/operation-groups?view=rest-computervision-2023-04-01-preview)

articles/ai-services/computer-vision/how-to/shelf-analyze.md

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> [Train a custom model for Product Recognition](../how-to/shelf-model-customization.md)
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* [Image Analysis overview](../overview-image-analysis.md)
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* [API reference](https://eastus.dev.cognitive.microsoft.com/docs/services/unified-vision-apis-public-preview-2023-04-01-preview/operations/644aba14fb42681ae06f1b0b)
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* [API reference](/rest/api/computervision/operation-groups?view=rest-computervision-2023-04-01-preview)

articles/ai-services/computer-vision/how-to/shelf-model-customization.md

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> [Planogram matching](shelf-planogram.md)
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* [Image Analysis overview](../overview-image-analysis.md)
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* [API reference](https://eastus.dev.cognitive.microsoft.com/docs/services/unified-vision-apis-public-preview-2023-04-01-preview/operations/644aba14fb42681ae06f1b0b)
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* [API reference](/rest/api/computervision/operation-groups?view=rest-computervision-2023-04-01-preview)

articles/ai-services/computer-vision/how-to/shelf-planogram.md

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## Next steps
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* [Image Analysis overview](../overview-image-analysis.md)
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* [API reference](https://eastus.dev.cognitive.microsoft.com/docs/services/unified-vision-apis-public-preview-2023-04-01-preview/operations/644aba14fb42681ae06f1b0a)
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* [API reference](/rest/api/computervision/operation-groups?view=rest-computervision-2023-04-01-preview)

articles/ai-services/computer-vision/language-support.md

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## Analyze image
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Some features of the [Analyze - Image](https://westcentralus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-1-ga/operations/56f91f2e778daf14a499f21b) API can return results in other languages, specified with the `language` query parameter. Other actions return results in English regardless of what language is specified, and others throw an exception for unsupported languages. Actions are specified with the `visualFeatures` and `details` query parameters; see the [Overview](overview-image-analysis.md) for a list of all the actions you can do with the Analyze API, or follow the [How-to guide](/azure/ai-services/computer-vision/how-to/call-analyze-image-40) to try them out.
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Some features of the [Analyze - Image](/rest/api/computervision/analyze-image?view=rest-computervision-v3.1) API can return results in other languages, specified with the `language` query parameter. Other actions return results in English regardless of what language is specified, and others throw an exception for unsupported languages. Actions are specified with the `visualFeatures` and `details` query parameters; see the [Overview](overview-image-analysis.md) for a list of all the actions you can do with the Analyze API, or follow the [How-to guide](/azure/ai-services/computer-vision/how-to/call-analyze-image-40) to try them out.
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| Language | Language code | Categories | Tags | Description | Adult, Brands, Color, Faces, ImageType, Objects | Celebrities, Landmarks | Captions, Dense captions|
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|:---|:---:|:----:|:---:|:---:|:---:|:---:|:--:|

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

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> The Image Analysis SDK was rewritten in version 1.0.0-beta.1 to better align with other Azure SDKs. All APIs have changed. See the updated [quickstart](/azure/ai-services/computer-vision/quickstarts-sdk/image-analysis-client-library-40), [samples](#github-samples) and [how-to-guides](/azure/ai-services/computer-vision/how-to/call-analyze-image-40) for information on how to use the new SDK.
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>
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> Major changes:
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> - The SDK now calls the generally available [Computer Vision REST API (2023-10-01)](https://eastus.dev.cognitive.microsoft.com/docs/services/Cognitive_Services_Unified_Vision_API_2023-10-01), instead of the preview [Computer Vision REST API (2023-04-01-preview)](https://eastus.dev.cognitive.microsoft.com/docs/services/unified-vision-apis-public-preview-2023-04-01-preview/operations/61d65934cd35050c20f73ab6).
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> - The SDK now calls the generally available [Computer Vision REST API (2023-10-01)](https://eastus.dev.cognitive.microsoft.com/docs/services/Cognitive_Services_Unified_Vision_API_2023-10-01), instead of the preview [Computer Vision REST API (2023-04-01-preview)](/rest/api/computervision/operation-groups?view=rest-computervision-2023-04-01-preview).
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> - Support for JavaScript was added.
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> - C++ is no longer supported.
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> - Image Analysis with a custom model, and Image Segmentation (background removal) are no longer supported in the SDK, because the [Computer Vision REST API (2023-10-01)](https://eastus.dev.cognitive.microsoft.com/docs/services/Cognitive_Services_Unified_Vision_API_2023-10-01) does not yet support them. To use either feature, call the [Computer Vision REST API (2023-04-01-preview)](https://eastus.dev.cognitive.microsoft.com/docs/services/unified-vision-apis-public-preview-2023-04-01-preview/operations/61d65934cd35050c20f73ab6) directly (using the `Analyze` and `Segment` operations respectively).
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> - Image Analysis with a custom model, and Image Segmentation (background removal) are no longer supported in the SDK, because the [Computer Vision REST API (2023-10-01)](https://eastus.dev.cognitive.microsoft.com/docs/services/Cognitive_Services_Unified_Vision_API_2023-10-01) does not yet support them. To use either feature, call the [Computer Vision REST API (2023-04-01-preview)](/rest/api/computervision/operation-groups?view=rest-computervision-2023-04-01-preview) directly (using the `Analyze` and `Segment` operations respectively).
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articles/ai-services/computer-vision/toc.yml

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- name: OCR REST API v4.0 (preview)
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href: https://westus.dev.cognitive.microsoft.com/docs/services/unified-vision-apis-public-preview-2022-10-12-preview/operations/61d65934cd35050c20f73ab6
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- name: OCR REST API v3.2
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href: https://westus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-2/operations/5d986960601faab4bf452005
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href: /rest/api/computervision/operation-groups?view=rest-computervision-v3.2-preview
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- name: OCR REST API v3.1
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href: https://westcentralus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-1-ga/operations/5d986960601faab4bf452005
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href: /rest/api/computervision/operation-groups?view=rest-computervision-v3.1
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- name: OCR REST API v2.1
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href: https://westus.dev.cognitive.microsoft.com/docs/services/5cd27ec07268f6c679a3e641
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href: /rest/api/computervision/operation-groups?view=rest-computervision-v2.1
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- name: .NET
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href: /dotnet/api/overview/azure/computer-vision
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- name: Node.js
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- name: Image Analysis REST API v4.0 (Analyze and multimodal embeddings, GA)
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href: https://aka.ms/vision-4-0-ref
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- name: Image Analysis REST API v4.0 (other features, preview)
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href: https://eastus.dev.cognitive.microsoft.com/docs/services/unified-vision-apis-public-preview-2023-04-01-preview/operations/63ed8e8a5ddd171058e2e1f0
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href: /rest/api/computervision/operation-groups?view=rest-computervision-2023-04-01-preview
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- name: .NET
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- name: Python
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- name: Older versions
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- name: Image Analysis REST API v3.1
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href: https://westcentralus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-1-ga/operations/5d986960601faab4bf452005
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href: /rest/api/computervision/operation-groups?view=rest-computervision-v3.1
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- name: Image Analysis REST API v2.1
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href: https://westus.dev.cognitive.microsoft.com/docs/services/5cd27ec07268f6c679a3e641
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href: /rest/api/computervision/operation-groups?view=rest-computervision-v2.1
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- name: Azure CLI
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href: /cli/azure/cognitiveservices#az_cognitiveservices_list
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- name: Azure PowerShell

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