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Merge pull request #197441 from YutongTie-MSFT/patch-163
(AzureCXP) fixes MicrosoftDocs/azure-docs#92328
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articles/cognitive-services/Computer-vision/overview-ocr.md

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@@ -63,14 +63,14 @@ The Read API includes the following features.
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* Select pages and page ranges from large, multi-page documents
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* Natural reading order option for text line output (Latin only)
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* Handwriting classification for text lines (Latin only)
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* Available as Distroless Docker container for on-premise deployment
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* Available as Distroless Docker container for on-premises deployment
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Learn [how to use the OCR features](./vision-api-how-to-topics/call-read-api.md).
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## Use the cloud API or deploy on-premise
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## Use the cloud API or deploy on-premises
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The Read 3.x cloud APIs are the preferred option for most customers because of ease of integration and fast productivity out of the box. Azure and the Computer Vision service handle scale, performance, data security, and compliance needs while you focus on meeting your customers' needs.
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For on-premise deployment, the [Read Docker container (preview)](./computer-vision-how-to-install-containers.md) enables you to deploy the new OCR capabilities in your own local environment. Containers are great for specific security and data governance requirements.
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For on-premises deployment, the [Read Docker container (preview)](./computer-vision-how-to-install-containers.md) enables you to deploy the new OCR capabilities in your own local environment. Containers are great for specific security and data governance requirements.
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> [!WARNING]
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> The Computer Vision [RecognizeText](https://westus.dev.cognitive.microsoft.com/docs/services/5cd27ec07268f6c679a3e641/operations/587f2c6a1540550560080311) and [ocr](https://westus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-2/operations/56f91f2e778daf14a499f20d) operations are no longer maintained, and are in the process of being deprecated in favor of the new [Read API](#read-api) covered in this article. Existing customers should [transition to using Read operations](upgrade-api-versions.md).

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