License. Copy code below and create a Python script on your local machine. An S2 can typically handle at least four times the query volume as an S1. Azure Search can extract all text from PDF text elements. Hot Network QuestionsIn this article. Also copy the Public IP address of your device. 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. Excellent Alternative to Azure OCR from Microsoft Cognitive Services; Image Filters to improve OCR performance. Editions. It will open the cognitive services marketplace page. 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. For more information, see Call the Azure AI Vision 3. 452 per audio hour. Docker Compose file. 2 new languages are generally availableWith Cha Zhang, Yi Zhou, Wei Zhang and links to research papers by Qiang Huo and colleagues. 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. Select the Chat playground tile. Net Core & C#. Azure ComputerVision OCR and PDF format. It also has other features like estimating dominant and accent colors, categorizing. 6 per M. The Azure Cognitive Search blob indexer can extract text PDF and other document formats, listed in this document. Billable built-in skills that make backend calls to Azure AI services include Entity Linking, Entity Recognition, Image Analysis, Key Phrase Extraction,. Why Microsoft Cognitive doesn't return every OCR field? 1. Allocates 1 CPU core and 1 GB of memory. With Azure, you can trust that you are on a secure and well-managed foundation to utilize the latest. To compare the OCR accuracy, 500 images were selected from each dataset. Azure AI Vision is a unified service that offers innovative computer vision capabilities. Azure Cognitive Services: Forms Recognizer can help you better maintain compliance with document archival rules by flagging data that may require manual input. Subscription keys are usually per service. For feedback forms this means, I can get feedback from users by merely uploading their scanned. Hello Ravi Naarla. Check out Sentiment analysis wizard and Anomaly detection. View on calculator. azure-cognitive-services. Added to estimate. Cogbot #29でもお話しした内容ですが. See the OCR column of supported languages for a list of supported languages. Assuming a cost of $2. 50 per 1,000 images to be analyzed, you would pay $15. x of the SDK "supports v3. Azure AI Vision Image Analysis 4. 2. Azure Search: This is the search service where the output from the OCR process is sent. Easily Integrated – Azure Cognitive Search has built-in AI capabilities, including optical character recognition (OCR), key phrase extraction, and named entity recognition to unlock insights. ￥3 per audio hour. NET MAUIAzure OpenAI on your data. It also includes support for handwritten OCR in English, digits, and currency symbols from images and multi-page PDF documents. When I pass a specific image into the API call it doesn't detect any words. Recognize Text can now be used with Read, which reads and digitizes PDF documents up to 200 pages. Computer Vision API (v3. C# Samples for Cognitive Services. Query and user experience. About this Image. microsoft cognitive services OCR not reading text. The Azure AI Vision Read OCR container image can be found on the mcr. View on calculator. Custom. Create Services . 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. Request a pricing quote. To use a resource key to authenticate a request, it must be passed along as the Ocp-Apim-Subscription-Key. 2) The Computer Vision API provides state-of-the-art algorithms to process images and return information. Show 4 more. 4. And I created an OCR skillset to extract the text from the images uploaded to Blob storage. It's even more complicated when applied to scanned documents containing handwritten annotations. Then, using pretrained machine learning models, the service does the work for you to add AI to your data. Click the "+ Add" button to create a new Cognitive Services resource. It provides pretrained models that are ready to use in your applications, requiring no data and no model training on your part. Microsoft Cognitive Services are a set of APIs, SDKs, and services available to developers to make their applications more intelligent by adding features such as facial recognition, speech recognition, and language understanding. Text recognition on Azure Cognitive Services. Custom skills support scenarios that require more complex AI models or services. For OCR of 6,000 images in English, the OCR cognitive skill uses the best algorithm (DescribeText). These sentences collectively convey the main idea of the document. Text recognition on Azure Cognitive Services. Try Azure for free. Mismatch: You've provided an API key or endpoint for a different kind of Azure AI services resource. 0) The Computer Vision API provides state-of-the-art algorithms to process images and return information. The Read feature delivers highest. Indexing features. When run in a disconnected environment, an output mount must be available to the container to store usage logs. 日本語のOCRが現状どのような精度なのか知りたい方。 Azure-OCRの精度向上の質・スピード感を知りたい方。 （余談） ところで、個人的には、3つ目のAzure-OCRの精度向上の質・スピード感を知りたいという視点は重要だと思って OCR または光学式文字認識は、テキスト認識またはテキスト抽出とも呼ばれます。. With the API, customers can extract various visual features from their images. View on calculator. Azure Stack Build and run innovative hybrid apps across cloud boundaries. 10M+ text records $0. GetEnvironmentVariable ("my key0001"); string endpoint. (OCR) and document understanding technologies to extract text, tables, structure, and key-value pairs from documents. Optical Character Recognition (OCR) The Optical Character Recognition (OCR) service extracts text from images. Choose between free and standard pricing categories to get started. Transactions Per Second TPS. OCR traditionally started as a machine-learning-based technique for. The Optical character recognition (OCR) skill recognizes printed and handwritten text in image files. Episerver. 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. Learn how to analyze visual content in different ways with quickstarts, tutorials, and samples. Lastly, you can leverage the Cognitive Services also from. Train a Custom Model. Navigate to the Cognitive Services dashboard by selecting "Cognitive Services" from the left-hand menu. This template deploys a Cognitive Services Computer Vision API. Quick reference here. It is normal that you are billed S3 for Read. Azure AI services is a set of APIs, SDKs and container images that enables developers to integrate ready-made AI directly into their applications. The Computer Vision service provides developers with access to advanced algorithms for processing images and returning information. NET 6. Automatic number-plate recognition is a technology that uses optical character recognition on images to read vehicle registration plates. 0 SDK or higher installed. The regular monthly update to Microsoft's Azure SDK improves Cognitive Services text analytics, specifically with a new Question Answering SDK that supplants QnA Maker. 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 Russian, Bulgarian, other Cyrillic and more Latin languages. I only see GPT-35-turbo, text-embedding-ada-001, and text-embedding-ada-002. 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. In the pane that appears, select Upload files under Select data source. 2. 2) The Computer Vision API provides state-of-the-art algorithms to process images and return information. If the SharePoint site is in the same tenant. The container image is still available on the host computer. Install an Azure Cognitive Search SDK . 2) The Computer Vision API provides state-of-the-art algorithms to process images and return information. NET Core. It provides 4 major services namely OCR, Face, Image Analysis and Spatial Analysis. I'm the Product Manager in charge of OCR at Microsoft - thank you for your feedback/inquiry. Detect and identify domain-specific. 1 webapp in Visual Studio and installed the dependency of Microsoft. 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. 75 per 1,000 text records. from azure. Add cognitive capabilities to apps with APIs and AI services Spatial Anchors Create multi-user, spatially aware mixed reality experiencesAzure Remote Rendering. com) and log in to your account. Incorporate vision features into your projects with no. The YAML file defines all the services to be deployed. This article demonstrates how to call a REST API endpoint for Computer Vision service in Azure Cognitive Services suite. Technical details of JFK Files. Machine-learning-based OCR techniques allow you to. After it deploys, click Go to resource. models import VisualFeatureTypes from. def azure_ocr_submit(img. This video will help in understanding, How to extract text from an image using Azure Cognitive Services — Computer Vision APIJupyter Notebook: Document Processing (IDP) is a software solution that captures, transforms, and processes data from documents (e. edited Sep 19, 2020 at 8:44. Request a pricing quote. Azure AI services help developers and organizations rapidly. Prerequisites ; An Azure subscription - Create one for free ; You must have Visual Studio 2015 or later ; Once you have your Azure subscription, create a Computer Vision resource in the Azure portal to get your key and endpoint. For example: phone. Azure AI services is a set of APIs, SDKs and container images that enables developers to integrate ready-made AI directly into their applications. Computer Vision algorithms analyze the content of an image in different ways, depending on the visual features you're interested in. Automatically removes the container after it exits. Extracting general concepts, rather than specific phrases, from documents and contracts is challenging. You can use the APIs to incorporate vision features like image analysis, face detection, spatial analysis, and optical character recognition (OCR) in your applications, even if you have limited knowledge of machine learning. 0. Following section represents the scaling strategies for cognitive services. The application will extract the. Detect images using few-shot learning in Azure Vision Studio. Search for a specific frame in a video and get a detailed frame analysis describing the image. When I use that same image through the demo UI screen provided by Microsoft it works and reads the. You. Some additional details about the differences are in this post. 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. Azure AI Vision; Face After the resources are deployed, select Go to resource to collect your key and endpoint for each resource. This is important for me because S3 is 50% more expensive than S2. Browse code. 3. Azure AI Services offers many pricing options for the Computer Vision API. 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. Please add data files to the following central location: cognitive-services-sample-data-files Samples. When running OCR on handwritten PDF files before labeling in Azure's Sample Labeling Tool, the OCR often detects text incorrectly. About This Image. When I pass a specific image into the API call it doesn't detect any words. Turn documents into usable data and shift your focus to acting on information rather than compiling it. It also has other features like estimating dominant and accent colors, categorizing. Computer Vision Image Analysis API is part of Microsoft Azure Cognitive Service offering. Microsoft Azure の AI サービスである Cognitive Services は Web API として利用できるだけでなく、Docker コンテナーとして稼働させることが可能です。 エッジデバイス にインストールして利用するといった用途が考えられ、ダイレクトに (Web を介さずに) 分析できるので速い、クラウドへ分析データを送信. 2) The Computer Vision API provides state-of-the-art algorithms to process images and return information. OCR, or text analytics operations without sending their content to the cloud. Hi Louie. UI: N/A - Code only. This article is the reference documentation for the OCR skill. But the calculator is misleading as the "Recognize Text" term should be changed for "Read". 0. 8K:Find your API key and service region in the Azure portal, in the Keys and Endpoint section for your Azure AI services resource. This state-of-the-art, cloud-based API provides developers with access to advanced algorithms that allow you to extract rich information from images and video in order to. 2. To learn more about big data for Azure AI. books, articles, and reports. I decided to also use the similarity measure to take into account some minor errors produced by the OCR tools and because the original annotations of the FUNSD dataset contain some minor annotation. These AI services enable you to discover the content and analyze images and videos in real time. models import OperationStatusCodes from azure. The dimensions of the image must be between 50 x 50 and 10000 x 10000 pixels. The combination of Azure Cognitive Search and Azure Open AI Service provides an unmatched solution for enterprises looking to build powerful chatbot applications that can communicate. Added to estimate. Create engaging customer experiences with natural language capabilities. If you want to process handwritten text for example, you should use the 2nd one. The procedure is explained in the below link document. “Gartner believes that enterprise development teams will increasingly incorporate models built using AI and ML into applications. Description: Optical Character Recognition (OCR) detects text in an image and extracts the recognized characters into a machine-usable JSON stream. computervision. Azure Cognitive Services OCR giving differing results - how to remedy? 0. You. This one is also a paid API with free quota provided by Baidu. You can ingest your documents into Cognitive Search using Azure AI Document Intelligence. Provide the appropriate apikey, billing, and EndpointUri values in the file. 1. The cloud-based Azure AI Vision API provides developers with access to advanced algorithms for processing images and returning information. Azure Remote Rendering, or ARR, is a service that lets you render highly complex 3D models in real time and stream them to a device. In Azure OCR, you will find Azure Cognitive Services that is a computer vision API. Just read the documentation about creation of index alias using . (OCR) with deep learning models to analyze and extract information reported in each. See Extract text from images for usage instructions. About This Image. ￥4. ", "This is a text 2. Text to Speech. 2 in Azure AI services. Benefits: the Azure AI services for big data let users channel terabytes of data through Azure AI services using Apache Spark™. scan the barcode inside. This key is specified in a skill set and. azure-cognitive-search. 2) The Computer Vision API provides state-of-the-art algorithms to process images and return information. Prerequisites. Upon success, the OCR results will. 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. You need to enable JavaScript to run this app. You are right, the Read operation of Azure Cognitive Services takes only 1 document (whether direct send or by URL) at a time. 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. ￥3 per audio hour. Azure AI Vision is a unified service that offers innovative computer vision capabilities. 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 newer endpoint ( /recognizeText) has better recognition capabilities, but currently only supports English. 152 per hour. v7. To enhance educational value, powerful. Here are the minimum set of code samples and commands to integrate Cognitive Search vector functionality and LangChain. For Document Intelligence access only, create a Form Recognizer resource. There are no further updates to the Azure AI Vision v3. Find your API key and service region in the Azure portal, in the Keys and Endpoint section for your Azure AI services. Optical Character Recognition (OCR) is a mature technology that can accurately convert scanned text into digital format. Azure empowers developers to make reinforcement learning real for businesses with the launch of Personalizer. 2. Machine-learning-based OCR techniques allow you to extract printed or handwritten text from images such as posters, street signs and product labels, as well as from documents like articles, reports, forms, and invoices. Custom Neural Training ￥529. Bring AI-powered cloud search to your mobile and web apps. These vision features can be integrated. Returns 503 if transient faults occurred when dealing with Microsoft Azure storage services. Azure Cognitive Services Deploy high-quality AI models as APIs. After it deploys, click Go to resource. The Overflow Blog The AI assistant trained on your company’s data. Once you have your Azure subscription, create a Computer Vision resource in the Azure portal to get your key and endpoint. Choose between free and standard pricing categories to get started. If you are looking for REST API samples in multiple languages, you can navigate here. Create a new Azure account, and try Cognitive Services for free. Step 2: Add cognitive skills. Cognitive Search is powered by Azure Search with built in Cognitive Services. Azure’s computer vision services give a wide range of options to do image analysis. I am trying to use the Computer vision OCR of Azure cognitive service. Tip. This tutorial stays under the free allocation of 20 transactions per indexer per day on Azure AI services, so the only services you need to create are search and storage. Processing multiple pages at once does not improve the cost, as each processed page is count as a "feature" which is the. 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. The services are developed by the Microsoft AI and Research team and expose the latest deep. x of the SDK "supports v3. (OCR). Do not provide the language code as the parameter unless you are sure about the language and want to force the service to apply only the relevant model. This article provides an introduction to the sample application that demonstrates how to invoke. We describe using object detection and OCR with Azure ML Package for Computer Vision and Cognitive Services API. Build responsible AI solutions to deploy at market speed. Net SDK but had no success implementing it. Added to estimate. The API set for this API account. Improve this answer. Let’s set up an Azure account and cognitive service resource first. Form Recognizer analyzes your forms and documents, extracts text and data, maps field relationships as. 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. The problem is that when we give scanned images to the tool to process, it some time doesn't even recognize the text written on it (even if it is clearly written). It goes beyond simple optical character recognition (OCR) to identify, understand, and extract specific data from documents. 2 GA Read? All future Read OCR enhancements are part of the two services listed previously. Amazon Textract is a machine learning (ML) service that automatically extracts text, handwriting, layout elements, and data from scanned documents. 0 has been released in public preview. Azure Cognitive Services OCR giving differing results - how to remedy? 11. 1 Preview2 を試してみます。. Personalizer, along with Anomaly Detector and Content Moderator, is part of the new Decision category of Cognitive Services that provide recommendations to enable informed and efficient decision-making for users. So I did what any developer would do and just rolled my own. @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. Log in to the Azure portal and search for the cognitive services in the search bar and click on the result. Endpoint hosting: ￥0. These insights include detected objects, people, faces, key frames and translations or transcriptions in at least 60 languages. The call itself succeeds and returns a 200 status. 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. We are trying to simply run: `// Create a SearchIndexClient SearchIndexClient adminClient =. The OCR results in the hierarchy of region/line/word. Choose an Azure partner with verified capability. e: Celery and. Azure Computer Vision API - OCR to Text on PDF files. NET to include in the search document the full OCR. This video talks about how to extract text from an image(handwritten or printed) using Azure Cognitive Services. php';. We describe using object detection and OCR with Azure ML Package for Computer Vision and Cognitive Services API. 0. OcrInput. Vision. See moreAzure AI Vision is a unified service that offers innovative computer vision capabilities. Use this service to help build intelligent applications using the web-based Language Studio, REST APIs, and. However, they do offer an API to use the OCR service. Table identification for images and PDF files, including bounding boxes at the table cell level; Handling of complex table structures such as merged cells; Handling of implicit rows - see example; Table content extraction by providing support for OCR. Create the Azure Computer Vision Cognitive Service resource. To narrow costs for a single service, like Azure AI services, select Add filter and then select Service name. OCR for images (version 4. azure. You can. Seems like you are doing OCR with more heavy text, like ID? There are 2 API in OCR. For OCR of 6,000 images in English, the OCR cognitive skill uses the best algorithm (DescribeText). Once you have your Azure subscription, create a Computer Vision resource in the Azure portal to get your key and endpoint. ocr; azure-cognitive-services; or ask your own question. 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. Using Kubernetes and Helm to define an Azure AI Vision container image, we'll create a Kubernetes package. In this course, Microsoft Azure Cognitive Services: Forms Recognizer, you will learn to use OCR technology built into Azure to extract text and key-value pairs of data from PDF. boolean. 0 Azure Cognitive Services Xamarin. Document Intelligence uses OCR to detect and extract information from forms and documents supported by. Image dimensions must be between 50 x 50 and 4200 x 4200 pixels, and the image cannot be larger than 10 megapixels. Previously I used the JavaScript Tesseract library…In our previous article, we learned how to Analyze an Image Using Computer Vision API With ASP. How does the OCR service process the data? The following diagram illustrates how your data is processed. The. But, New-CognitiveServiceAccountcmdlet that is included in this module to create Azure cognitive service accounts/subscription from your console. Endpoint hosting: ￥0. 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. Azure Function - OCR documents using Cognitive Services. Apply Async OCR with Python and Azure Cognitive Services 16 mins. We will use the OCR feature of Computer Vision to detect the printed text in an image. This video talks about how to extract text from an image(handwritten or printed) using Azure Cognitive Services. With other Cognitive Services including Speech-to-Text, OCR and Translator extended to 100+ languages, Azure AI is one big step closer to its ambition to empower every organization and everyone on the planet to achieve more, without any language barriers. Get free cloud services and a USD200 credit to explore Azure for 30 days. You can use App Service to host web applications that you can scale in or scale out manually or automatically. This will contain the URL for the Azure. Then the implementation is relatively fast: Computer Vision API (v1. 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. View the pricing specifications for Azure AI Services, including the individual API offers in the vision, language, and search categories. Show 3 more. 1 - Create services. By 2022, Gartner researchers forecast a market size of $62 billion and lower CAGR to 21%. Implement a Python script to make calls to the MCS OCR API. Computer Vision OCR (Read API) Microsoft’s Computer Vision OCR (Read) technology is available as a Cognitive Services Cloud API and as Docker containers. Install an Azure Cognitive Search SDK . You can ingest your documents into Cognitive Search using Azure AI Document Intelligence. 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. Azure cognitive services are a set of APIs that can be infused in your apps. Computer Vision algorithms analyze the content of an image in different ways, depending on the visual features you're interested in. Using a confidence value. For more information see the Code of Conduct FAQ or contact opencode@microsoft. 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. When it's set to true, the image goes through additional processing to come with additional candidates. App Service is a platform as a service (PaaS) offering on Azure. ; Once you have your Azure subscription, create a Vision resource in the Azure portal. Add cognitive capabilities to apps with APIs and AI services. Azure Cognitive Services Computer Vision SDK for Python. 1 microsoft cognitive services OCR not reading text. Image extraction is metered by Azure AI Search. PnP Modern Search solution is a set of SharePoint Online modern web parts. Matt Eland. If you really want to use OCR operation, use RecognizePrintedTextAsync method of the SDK which is the. 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. Feedback & feature requests: Cognitive Services UserVoice Forum; This project has adopted the Microsoft Open Source Code of Conduct. Assuming a cost of $2. 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. Image extraction is metered by Azure Cognitive Search. Azure AI Vision is a unified service that offers innovative computer vision capabilities. 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. Create an Azure. Azure service that can extract (OCR) text within images & translate it. different layout elements such as "ocr_par", "ocr_line", "ocrx_word" In your case, you are looking for "ocr_par" I think. Natural language processing (NLP) has many uses: sentiment analysis, topic detection, language detection, key phrase extraction, and document categorization. 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. In order to. Help users read and comprehend text. Refer to the image shown below. 452 per audio hour. We are pleased to announce the public preview of Microsoft’s Florence foundation model, trained with billions of text-image pairs and integrated as cost-effective, production-ready computer vision services in Azure Cognitive Service for Vision. Azure Cognitive Services. The OCR results in the hierarchy of region/line/word. Note that you can use other Cognitive Services too. -. a bundle of APIs: Face + Speech, Vision + Emotion, etc. 1 Answer. 1M-3M text records $0. Azure Read API for Vector PDFs. I am calling the Azure cognitive API for OCR text-recognization and I am passing 10-images at the same time simultaneously (as the code below only accepts one image at a time-- that is 10-independent requests in parallel) which is not efficient to me, regardin processing point of view, as I need to use extra modules i. Capabilities include image analytics, tagging, recognition celebrities, text extraction, and smart thumbnail generation. 2) The Computer Vision API provides state-of-the-art algorithms to process images and return information. Standard. This tutorial stays under the free allocation of 20 transactions per indexer per day on Azure AI services, so the only services you need to create are. An Azure subscription - Create one for free ; Python ; Once you have your Azure subscription, create a Computer Vision resource in the Azure portal to get your key and endpoint. Azure resource Region: the region you choose when deploying Cognitive Services in Azure Portal.