After it deploys, click Go to resource. The OCR engine recognizes printed and handwritten text in multiple languages and scripts, enabling businesses to process documents. It provides pretrained models that are ready to use in your applications, requiring no data and no model training on your part. An S2 can typically handle at least four times the query volume as an S1. To use a resource key to authenticate a request, it must be passed along as the Ocp-Apim-Subscription-Key. You can ingest your documents into Cognitive Search using Azure AI Document Intelligence. After this update I saw the new model available in the Azure OpenAI playground, but now they are gone. 3. Go to portal. In the outputs section it will show the Keys and the Endpoint. Seems like you are doing OCR with more heavy text, like ID? There are 2 API in OCR. Read features the newest models for optical character recognition (OCR), allowing you to extract text from printed and handwritten documents. An alternative Azure OCR API which CAN read Hindi (and many other Indian lanaguages such as Assamese, Devanagari, Gujarati, Gurmukhi, Kannada, Malayalam, Marathi, Nepali, Panjabi, Sanskrit, Sindhi, Sinhala, Tamil, Telugu) is IronOCR which includes one-click support for 125 supported languages. {"payload":{"allShortcutsEnabled":false,"fileTree":{"dotnet/ComputerVision":{"items":[{"name":"REST","path":"dotnet/ComputerVision/REST","contentType":"directory. . These can be a viewed as an “AI Inferencing as a Service” for consuming “ready-made”. Forms access problem. Authenticate with a single-service resource key. The Azure AI Vision Read OCR container image can be found on the mcr. Build responsible AI solutions to deploy at market speed. Copy code below and create a Python script on your local machine. 6 per M. Like an App Service or similar services, you can choose what tier of Azure Cognitive Search you want. In this case, we'll use two preview images. Microsoft Azure AI has significantly sped up and streamlined financial contract reviews, says Mathew Abraham, a technical program manager on the Corporate Accounting team. NET 6. Standard. We describe using object detection and OCR with Azure ML Package for Computer Vision and Cognitive Services API. Get free cloud services and a USD200 credit to explore Azure for 30 days. Create a Cognitive Services resource in the Azure portal. The call itself succeeds and returns a 200 status. How to Copy Text from Pictures in Azure OCR. This tutorial uses Azure Cognitive Search for indexing and queries, Azure AI services on the backend for AI enrichment, and Azure Blob Storage to provide the data. These services enable you to add cognitive features, like object detection and speech recognition to your applications without having data science skills. ￥4. You can ingest your documents into Cognitive Search using Azure AI Document Intelligence. You can analyze images, read text, and detect faces with prebuilt image tagging, conduct text extraction with optical character recognition (OCR), and perform responsible facial recognition. If you want to process handwritten text for example, you should use the 2nd one. Prerequisites. These services rely on either a DockerFile or an existing container image. The "Azure AI services" wizard in Synapse Analytics generates PySpark code in a Synapse notebook that connects to a with Azure AI services using data in a Spark table. The OCR tools will be compared with respect to the mean accuracy and the mean similarity computed on all the examples of the test set. Overview of Azure Cognitive Services Container Image Tags 9 mins. Azure Computer Vision API - OCR to Text on PDF files. These sentences collectively convey the main idea of the document. The API can be used to analyze unstructured text for tasks such as sentiment analysis, key phrase and entity extraction as well as language detection. Baidu OCR supports 10 languages including. Added to estimate. It does not need OCR", "This is a text 1. Create the Azure Computer Vision Cognitive Service resource. All Microsoft cognitive actions require a subscription key that validates your subscription for. Chinese. microsoft. The newer endpoint ( /recognizeText) has better recognition capabilities, but currently only supports English. Amazon Textract is a machine learning (ML) service that automatically extracts text, handwriting, layout elements, and data from scanned documents. These insights include detected objects, people, faces, key frames and translations or transcriptions in at least 60 languages. 3. An Azure subscription - Create one for free The Visual Studio IDE or current version of . NET Runtime installed. The new API includes image captioning, image tagging, object detection, smart crops, people detection, and Read OCR functionality, all available through one Analyze Image operation. Microsoft Azure Cognitive Search. 2 API for Optical Character Recognition (OCR), part of Cognitive Services, announces its public preview with support for Simplified Chinese, Traditional Chinese, Japanese, and Korean, and several Latin languages, with option to use the cloud service or deploy the Docker container on premise. Computer Vision API (v3. When to use: you want to define and detect specific entities in your data. You can also use the Form Recognizer client library or REST API. One is Read. 1 - Create services. When I pass a specific image into the API call it doesn't detect any words. It also has other features like estimating dominant and accent colors, categorizing. Computer Vision Read 3. For training Azure Form Recognizer in the Sample. Consider the workload you are going to push through these flows as the Cognitive API depend on the tier you choose. It’s also available as a Docker container. (OCR) technology behind the service can handle receipts that are captured in a wide variety of conditions, including smartphone. Train a Custom Model. Spatial Anchors Create multi-user, spatially aware mixed reality. ; You will need the key and endpoint from the resource you create to connect your application to the Computer Vision service. Microsoft Azure OCR API. For more information about running Docker containers without Kubernetes orchestration, see install and run. Allocates 1 CPU core and 1 GB of memory. edited Sep 19, 2020 at 8:44. See the OCR column of supported languages for a list of supported languages. 2) The Computer Vision API provides state-of-the-art algorithms to process images and return information. If you already have an active subscription, you can use it. Azure Read API for Vector PDFs. Give your apps the ability to analyze images, read text, and detect faces with prebuilt image tagging, text extraction with optical character recognition (OCR), and responsible facial recognition. Share. ComputerVision by selecting the check mark of include prerelease as shown in the below image: After creating computer vision resource. @YutongTie-MSFT 👍 7 ggb88, jfuerlinger, OlivierDeschuyteneer, raymak23, yylai, mdrewanz, and barisengez reacted with thumbs up emojiThe Text Analytics API is a suite of text analytics web services built with best-in-class Microsoft machine learning algorithms. I have been exploring Azure Form Recognizer for one of my project where we wants to perform OCR on some hand written texts. 2 in Azure AI services. The end-users use this in diverse scenarios on the platform of cloud and inside their networks for helping to automate picture and document file processing where extracted is possible for 73. Microsoft Azure Cognitive Services does not offer a platform to try the online OCR solution. Turn documents into usable data at a fraction of the time and cost. Desktop flows provide a wide variety of Microsoft cognitive actions that allow you to integrate this functionality into your desktop flows. Products AI + machine learning. For Document Intelligence access only, create a Form Recognizer resource. pip install azure-search-documents==11. Allowlist Azure AI services domains and ports. Examples include Forms Recognizer, Azure. In this tutorial, you will: Learn how to obtain your MCS API keys. To narrow costs for a single service, like Azure AI services, select Add filter and then select Service name. Give your apps the ability to analyze images, read text, and detect faces with prebuilt image tagging, text extraction with optical character recognition (OCR), and responsible facial recognition. Net SDK but had no success implementing it. Optical Character Recognition (OCR) The Optical Character Recognition (OCR) service extracts text from images. Azure AI services is a set of APIs, SDKs and container images that enables developers to integrate ready-made AI directly into their applications. files [0]; var reader = new FileReader (); var fileType. This article is the reference documentation for the OCR skill. NET MAUIAzure OpenAI on your data. Optical Character Recognition (OCR) detects text in an image and extracts the recognized characters into a machine-usable character stream. When I use that same image through the demo UI screen provided by Microsoft it works and reads the. Description. This tutorial uses Azure AI Search for indexing and queries, Azure AI services on the backend for AI enrichment, and Azure Blob Storage to provide the data. Do subsequent processing or searches. Users use this token to call the OCR service from client-side. APIs are broken down into. com) and log in to your account. OCR for images (version 4. Is there a more simple "get me the text" functionality in Azure (either in Cognitive Services or otherwise) I can use for this?azure; ocr; azure-cognitive-services; or ask your own question. Cogbot #29でもお話しした内容ですが. query. Incorporate vision features into your projects with no. Get free cloud services and a USD200 credit to explore Azure for 30 days. Pro Tip: Azure also offers the option to leverage containers to ecapsulate the its Cognitive Services offering, this allow developers to quickly deploy their custom cognitive solutions across platform. Choose an Azure partner with verified capability. 547 per model per hour. Azure AI Vision is a unified service that offers innovative computer vision capabilities. Martijn Pieters ♦. On a free search service, the cost of 20 transactions per indexer per day is absorbed so that you can complete quickstarts, tutorials, and small. Bring AI-powered cloud search to your mobile and web apps. a bundle of APIs: Face + Speech, Vision + Emotion, etc. 1 microsoft cognitive services OCR not reading text. It resides within the azure-cognitive-services repository and is named read. Alternatively, you can also get a list of the indexes by name using the List Indexes operation. 1 - Create services. We are trying to simply run: `// Create a SearchIndexClient SearchIndexClient adminClient =. Part of Microsoft Azure Collective. Once you have your Azure subscription, create a Computer Vision resource in the Azure portal to get your key and endpoint. Try Azure for free. Hello! Am using the Computer Vision Cognitive Services (JavaScript) to build a web app where the user can use the device camera to take an image and have OCR performed on it. To compare the OCR accuracy, 500 images were selected from each dataset. The latest OCR service offered recently by Microsoft Azure is called Recognize Text, which significantly outperforms the previous OCR engine. Get $200 credit to use in 30 days. Azure Cognitive Services allow developers to easily add cognitive features—such as object detection, vision recognition, and language understanding—into their applications without having direct AI or data science skills or knowledge. Input requirements for computer vision 2. If your documents include PDFs (scanned or digitized. Net Core & C#. 3. Feedback & feature requests: Cognitive Services UserVoice Forum; This project has adopted the Microsoft Open Source Code of Conduct. Published date: May 12, 2022. Skills can be utilitarian (like splitting text), transformational (based on AI from Azure AI services), or custom skills that you provide. The script takes scanned PDF or image as input and generates a corresponding searchable PDF document using Form Recognizer which adds a searchable layer to the PDF and enables you to search, copy, paste and access the text within the PDF. The Azure AI containers are required to submit metering information for billing purposes. com/azure-cognitive-services/vision/read. For Azure Computer Vision, this official docs “Quickstart: Create a Cognitive Services resource using the Azure portal” is a good start to create your own computer vision services. 1) many of the api's (Analyze and Describe) endpoints have a 4MB limit, with a couple of exceptions such as Read which call out 4MB limit on Free and 50MB on paid. Azure Cognitive Services provides artificial intelligence APIs for developers to leverage AI without having expertise in machine learning. Understand pricing for your cloud solution. Understand pricing for your cloud solution. Subscription keys are usually per service. The Face Recognition Attendance System project is one of the best Azure project ideas that aim to map facial features from a photograph or a live visual. Azure AI Language is a managed service for developing natural language processing applications. Give your apps the ability to analyze images, read text, and detect faces with prebuilt image tagging, text extraction with optical character recognition (OCR), and responsible facial recognition. For example, it can be used to determine if an image contains mature content, or it can be used to find all the faces in an image. Clone the Cognitive-Samples-VideoFrameAnalysis GitHub repo. These insights include detected objects, people, faces, key frames and translations or transcriptions in at least 60 languages. The first time I have tried with this code: string subscriptionKey = Environment. field - if found. OcrInput. This video talks about how to extract text from an image(handwritten or printed) using Azure Cognitive Services. You can use App Service to host web applications that you can scale in or scale out manually or automatically. Create Computer Vision Service on Azure In this project, we will use Azure Computer Vision services. It will open the cognitive services marketplace page. 2) The Computer Vision API provides state-of-the-art algorithms to process images and return information. Custom Neural Long Audio Characters ￥1017. Now you should be able to query the Cognitive Service running on your IoT Edge device from any machine with a browser. Select “OktaBlog” as the Resource group (or a Resource group of your. We can evaluate the exactness of OCR algorithms delivered by three cloud services recognized as Amazon Web Services, Google Cloud Platform, and Microsoft Azure – which are the most popular ones among OCR providers. Text to Speech. Click "AI + Machine Learning" then click on the "Computer Vision". OCR supports 164 languages in the Cognitive Services Computer Vision. Standard. Hot Network QuestionsIn this article. The following samples are borrowed from the Azure Cognitive Search integration page in the LangChain documentation. The Azure Computer Vision API is a core offering of Azure’s Cognitive services, which are cloud-based AI offerings that allows developers to leverage state of the art artificial intelligence. Upload images to train and customize a computer vision model for your specific use case. Please note that you will need a single-service resource if you intend to use Azure Active Directory authentication. " Conclusion. Text recognition on Azure Cognitive Services. Microsoft Azure Collective See more. The base cost for the Azure Cognitive Search entry depends on which edition you selected of Azure Cognitive Search. Computer Vision API (2023-02-01-preview) The Computer Vision API provides state-of-the-art algorithms to process images and return information. In the pane that appears, select Upload files under Select data source. Now lets create a storage account to store the PDF dataset we will be using in containers. Find out how GE Aviation has implemented Azure's Custom Vision to improve the variety and accuracy of document searches through OCR. Detecting PII With Azure Cognitive Search (Preview) Azure Cognitive Search is a cloud solution that provides developers APIs and tools for adding a rich search experience to their data, content. It includes the introduction of OCR and Read. Characteristics and limitations for optical character recognition (OCR) of images and documents with printed and handwritten text using the Azure AI Vision API. Azure Search can extract all text from PDF text elements. In Azure OCR, you will find Azure Cognitive Services that is a computer vision API. Lastly, you can leverage the Cognitive Services also from. Query and user experience. 0-1M text records $1 per 1,000 text records. Authenticate (with subscription or API keys): The most common way to authenticate access to the Azure AI Vision API and its Read OCR is by using the customer's Azure AI Vision API key. The OCR results in the hierarchy of region/line/word. Azure AI Vision で現在利用できる両方の Read バージョンでは、印刷テキストと手書きテキストについて複数の言語がサポートされています。 印刷テキスト用の OCR には、英語、フランス語、ドイツ語、イタリア語、ポルトガル語、スペイン語、中国語、日本語. The cloud-based Azure AI Vision API provides developers with access to advanced algorithms for processing images and returning information. This is where you need to provide a URL in the Receipt capture URL field. Microsoft Azure OCR API. OCR の今までのアップデートを振り返りつつ、最新の Read API v3. {"payload":{"allShortcutsEnabled":false,"fileTree":{"documentation-samples/quickstarts/ComputerVision":{"items":[{"name":"Program. Specifically, you can use NLP to: Classify documents. The only GET specific properties are "name," "type" and "id. If it's omitted, the default is false. Vision. Give your apps the ability to analyze images, read text, and detect faces with prebuilt image tagging, text extraction with optical character recognition (OCR), and responsible facial recognition. Built-in skills based on the Computer Vision and Language Service APIs enable AI enrichments including image optical character recognition (OCR), image analysis, text translation, entity recognition, and full-text search. These powerful algorithms are available through APIs that can be easily integrated. The Azure Cognitive Search blob indexer can extract text PDF and other document formats, listed in this document. Apply Async OCR with Python and Azure Cognitive Services 16 mins. This sample Azure Function is triggered by new documents being uploaded to a Blob Storage folder. Azure AI Video Indexer (VI) is a cloud-based tool that processes and analyzes uploaded video and audio files to generate different types of insights. Steps to build an OCR scanner application in . 6 per M. When it's set to true, the image goes through additional processing to come with additional candidates. Instead you can call the same endpoint with the binary data of your image in the body of the request. However, the overall flow is the same, as described below: Step 1: Make sure that your source image is in one of these formats: TIFF, PDF, JPG, BMP, or PNG. 2. The full solution looks like this: //onChange event handler for file input function fileInputOnChange (evt) { var imageFile = evt. Give your apps the ability to analyze images, read text, and detect faces with prebuilt image tagging, text extraction with optical character recognition (OCR), and responsible facial recognition. Following section represents the scaling strategies for cognitive services. Using Kubernetes and Helm to define an Azure AI Vision container image, we'll create a Kubernetes package. This template deploys a Cognitive Services Computer Vision API. This repo provides C# samples for the Cognitive Services Nuget Packages. Computer Vision Read API for Optical Character Recognition (OCR), part of Cognitive Services, announces its public preview with new languages including. Computer Vision is an AI service that analyzes content in images. Create an Azure. This question is in a collective: a subcommunity defined by tags with relevant content and experts. Custom Neural Training ￥529. To use Azure you need a Microsoft Account. This article is the reference documentation for the OCR. Replace the following lines in the sample Python code. 3M-10M text records $0. The file size of the image must be less than 20 megabytes (MB). Incorporate vision features into your projects with no. The first option is to authenticate a request with a resource key for a specific service, like Translator. Azure AI services are cloud-based artificial intelligence (AI) services that help developers build cognitive intelligence into applications without having direct AI or data science skills or knowledge. For example, the subscription key for Spell Check will not be the same than Custom Search. @Ramr-msft Appreciate the reply. To use a resource key to authenticate a request, it must be passed along as the Ocp-Apim-Subscription-Key. The older endpoint ( /ocr) has broader language coverage. 0 has been released in public preview. You can use the new Read API to extract printed. So I did what any developer would do and just rolled my own. Remove this section if you aren't using billable skills or Custom. Refer to the image shown below. The fully qualified container image name is, mcr. Azure AI Vision is a unified service that offers innovative computer vision capabilities. Custom models can achieve high quality when trained with just a few images, lowering the bar for creating computer vison models that support challenging. Azure AI Search, an AI-powered information retrieval platform, helps developers build rich search experiences and generative AI apps that combine large language models with enterprise data. APIs are broken down into five main categories: vision, speech, language, knowledge, and search. Skill: Deploy Azure Cognitive Services in Docker Containers. Recognize Text can now be used with Read, which reads and digitizes PDF documents up to 200 pages. Press + Create to open the Create Face view. Free services have limitations, but you can complete all of the quickstarts and most tutorials. computervision. Azure Cognitive Services Computer Vision SDK for Python. Azure service that can extract (OCR) text within images & translate it. scan the barcode inside. The services are developed by the Microsoft AI and Research team and expose the latest deep. com container registry syndicate. It is normal that you are billed S3 for Read. Featured on Meta. 547 per model per hour. sku. Use Language to annotate, train, evaluate, and deploy customizable AI. Create intelligent tools and applications using large language models and deliver innovative solutions that automate document. If you are interetsed in running a specific example, you can navigate to the corresponding subfolder and check out the individual Readme. Start with prebuilt models or create custom models tailored. Read OCR's deep-learning-based universal models extract all multi-lingual text in your documents, including text lines with mixed languages, and do not require specifying a language code. Built-in skills based on the Computer Vision and Language Service APIs enable AI enrichments including image optical character recognition (OCR), image analysis, text translation, entity recognition, and full-text search. 0 (public preview) Image Analysis 4. The following samples are borrowed from the Azure Cognitive Search integration page in the LangChain documentation. ; You will need the key and endpoint from the resource you create to connect your application to the Computer Vision service. Azure's Computer Vision service gives you access to advanced algorithms that process images and return information based on the visual features you're interested in. Authenticate (with subscription or API keys): The most common way to authenticate access to the Azure AI Vision API and its Read OCR is by using the customer's Azure AI Vision API key. 0. Use the operation ID to check on the status of the image analysis operation, and wait until it has completed. com to create the resource or click this link. Sending Batch request to azure cognitive API for TEXT-OCR. POST Analyze Image POST Batch Read File. Cognitive Search includes the "document cracking" process - but I need to process the documents in real-time so don't want to have to deal with Indexes in Azure. For anti-clockwise, use negative numbers. and Azure services anywhere. “Gartner believes that enterprise development teams will increasingly incorporate models built using AI and ML into applications. ARR is now. OCR traditionally started as a machine-learning-based technique for. Furthermore, extracting text from embedded images is feasible via OCR cognitive skill. Log in to the Azure portal and search for the cognitive services in the search bar and click on the result. Using a confidence value. Choose between free and standard pricing categories to get started. cs","path":"documentation-samples. Azure Cognitive Services Computer Vision SDK for Python. Azure AI Document Intelligence is a cloud-based Azure AI service that is built using optical character recognition (OCR), Text Analytics, and Custom Text from Azure AI services. Add cognitive capabilities to apps with APIs and AI services. Chat with Sales. Improve this question. In the preceding example, you see the current cost for the service. Build frictionless customer experiences, optimize manufacturing processes, accelerate digital marketing campaigns, and more. Microsoft Sentinel Cloud-native SIEM and intelligent security analytics. Azure Cognitive Services Read Text From Images. 47, we added support to use any external OCR service, such as Azure Cognitive Services OCR, with our existing OCR library to process OCR in mobile platforms. 2) The Computer Vision API provides state-of-the-art algorithms to process images and return information. By using these tools, you can create highly flexible and personalized search-based experiences. View the pricing specifications for Azure AI Services, including the individual API offers in the vision, language, and search categories. While you have your credit, get free amounts of popular services and 55+ other services. Recognize Text can now be used with Read, which reads and digitizes PDF documents up to 200 pages. For Azure, this includes Azure Cognitive Services, Azure Machine Learning, and Microsoft’s conversational AI portfolio. App Service is a platform as a service (PaaS) offering on Azure. Endpoint hosting: ￥0. By. Previously I used the JavaScript Tesseract library…In our previous article, we learned how to Analyze an Image Using Computer Vision API With ASP. Typically, different Cognitive Service resources have a default rate limit. Computer Vision API (v3. Also, don't forget to set processData to false. Steps to build an OCR scanner application in . Azure AI Vision Image Analysis 4. Azure AI Vision is a unified service that offers innovative computer vision capabilities. Azure Operator Insights Remove data silos and deliver business insights from massive datasets. Common scenarios include catalog or document search, data. By uploading an image or specifying an image URL, Azure AI Vision algorithms can analyze visual content in different ways based on inputs and user choices. (It was designed mostly for documents. The OCR tools will be compared with respect to the mean accuracy and the mean similarity computed on all the examples of the test set. yaml. To view the indexes by name, select the Index tile. An added benefit of the service is the easy integration with the larger suite of capabilities of Azure Cognitive Services. It also has other features like estimating dominant and accent colors, categorizing. The cloud-based Computer Vision API provides developers with access to advanced algorithms for processing images and returning information. An example of a skills array is provided in the next section. The newer endpoint ( /recognizeText) has better recognition capabilities, but currently only supports English. This is important for me because S3 is 50% more expensive than S2. Conclusion. The Overflow Blog How the co-creator of Kubernetes is helping developers build safer software. We will use the OCR feature of Computer Vision to detect the printed text in an image. Excellent Alternative to Azure OCR from Microsoft Cognitive Services; Image Filters to improve OCR performance. 2) The Computer Vision API provides state-of-the-art algorithms to process images and return information. Text recognition on Azure Cognitive Services. With other form analysis and extraction technologies, an option is often provided to enter the text that was supposed to be detected to essentially "correct" the OCR. Data files (images, audio, video) should not be checked into the repo. The Metadata Store activity function saves the document type and page range information in an Azure Cosmos DB store. How does the OCR service process the data? The following diagram illustrates how your data is processed. View on calculator. This question is in a collective: a subcommunity defined by tags with relevant content and experts. If you are looking for REST API samples in multiple languages, you can navigate here. Follow. az cognitiveservices account show --name <Your ServiceName> -g <your resource group> --query id. from azure. Through these benchmarks, you can get an idea of the performance Azure Cognitive Search offers. There are two choices I would suggest you to have a try - Azure Form Recognizer and Azure Computer Vision - Read API. 2 GA Read. . 3. Text recognition on Azure Cognitive Services. For instance, you can label documents as sensitive or spam. When I pass a specific image into the API call it doesn't detect any words. Azure resource Region: the region you choose when deploying Cognitive Services in Azure Portal. Computer Vision API (v3. Try Azure for free. This service provides AI capabilities that you can integrate into your existing applications through a single managed area. After it deploys, click Go to resource. Upon success, the OCR results will. com with any additional questions or comments. 1. Microsoft’s Azure Cognitive Search product competes in the software sub-section of the overall AI market. These features include but are not limited to text and image recognition, natural language processing, sentiment analysis, and speech recognition. Provide the appropriate apikey, billing, and EndpointUri values in the file. Each request to the service URL must. Install an Azure Cognitive Search SDK . Azure Search: This is the search service where the output from the OCR process is sent. Azure AI Services offers many pricing options for the Computer Vision API. The Azure AI Vision Read OCR container image can be found on the mcr. Azure Function - OCR documents using Cognitive Services. Give your apps the ability to analyze images, read text, and detect faces with prebuilt image tagging, text extraction with optical character recognition (OCR), and responsible facial recognition. microsoft. cs","path":"documentation-samples. When you use Azure Search, you get direct support for each aspect of the process: Ingest: pull data from Azure Blob Storage, SQL DB, CosmosDB, MySQL, and Table Storage. AI Document Intelligence is an AI service that applies advanced machine learning to extract text, key-value pairs, tables, and structures from documents automatically and accurately. Add cognitive capabilities to apps with APIs and AI services Spatial Anchors Create multi-user, spatially aware mixed reality experiencesAzure Remote Rendering. Simplified Chinese language support is now available in Read 3.