{"id":1991,"date":"2018-11-14T00:00:00","date_gmt":"2018-11-14T00:00:00","guid":{"rendered":"https:\/\/azure.microsoft.com\/blog\/bringing-ai-to-the-edge"},"modified":"2023-05-11T15:36:02","modified_gmt":"2023-05-11T22:36:02","slug":"bringing-ai-to-the-edge","status":"publish","type":"post","link":"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/","title":{"rendered":"Bringing AI to the edge"},"content":{"rendered":"<p>We are seeing a clear trend towards a future powered by the intelligent cloud and intelligent edge. The intelligent cloud is ubiquitous computing at massive scale, enabled by the public cloud and powered by AI, for every type of application one can envision. The intelligent edge is a continually expanding set of connected systems and devices that gather and analyze data\u2014close to end users and the data that is generated. Together, they give customers the ability to create a new class of distributed, connected applications that enable breakthrough business outcomes.<\/p>\n<p>To accelerate this trend, today we are announcing the preview of Azure Cognitive Services containers, making it possible to build intelligent applications that span the cloud and the edge. Azure Cognitive Services allow developers to easily add cognitive features\u2014such as object detection, vision recognition, and language understanding\u2014into their applications without having direct AI or data science skills or knowledge. Over 1.2 million developers have discovered and tried Azure Cognitive Services to build and run intelligent applications. Containerization is an approach to software distribution in which an application or service is packaged so that it can be deployed in a container host with little or no modification.<\/p>\n<p>With container support, customers can use Azure\u2019s intelligent Cognitive Services capabilities, wherever the data resides. This means customers can perform facial recognition, OCR, or text analytics operations without sending their content to the cloud. Their intelligent apps are portable and scale with greater consistency whether they run on the edge or in Azure.<\/p>\n<h2>Run AI on the edge<\/h2>\n<p>With ever-increasing volumes of data being generated across organizations, customers have been asking for the flexibility to deploy AI capabilities in a variety of environments. By deploying Cognitive Services in containers, customers can analyze information close to the physical world where the data resides, to deliver real-time insights and immersive experiences that are highly responsive and contextually aware. Cognitive Services containers that customers deploy on their own premises do not send customer data (e.g., the image or text that is being analyzed) to Microsoft.\u00a0<\/p>\n<h2>Build consistent app architectures across the cloud and edge<\/h2>\n<p>Cognitive Services containers enable customers to build one application architecture that is optimized to take advantage of both robust cloud capabilities and edge locality. With containers, customers can choose when to upgrade the AI models deployed in their solutions. Customers can also test new model versions before deploying them in production in a consistent way, whether running on the edge or in Azure.<\/p>\n<\/p>\n<p>Customers and partners are already taking advantage of these enhanced capabilities to drive their businesses forward.<\/p>\n<p><a href=\"https:\/\/psiori.com\/\" target=\"_blank\" rel=\"noopener\">Psiori<\/a> is using Cognitive Services containers to analyze medical documents such as lab reports and images directly on the edge to automate and streamline insurance reimbursements. \u201cWe were eager to find a solution that gives us high-quality AI; but could also maintain our compliance boundary onsite at local hospitals and the Cognitive Services support for containers was exactly what we were looking for,\u201d said Jona Boddinghaus, partner and senior software developer at Psiori.<\/p>\n<p><a href=\"https:\/\/www.avanade.com\/\" target=\"_blank\" rel=\"noopener\">Avanade<\/a>, a global professional services company, is using Cognitive Services containers to build new intelligent edge applications for their customers where connectivity is constrained. \u201cThe areas I see containers and Cognitive Services alleviating customer friction points are when there\u2019s a semi-disconnected environment such as on remote oil rigs, or ships in the middle of the ocean or factory floors,\u201d said Amit Bahree, CTO for AI at Avanade.<\/p>\n<p><a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/homepage.html\" target=\"_blank\" rel=\"noopener\">Intel<\/a> is working on hardware solutions that deliver security for Linux containers. \u201cAzure Cognitive Services containers give you more options on how you grow and deploy AI solutions, either on or off premises, with consistent performance. You can scale up as workload intensity increases or scale out to the edge,\u201d said Andy Vargas, Intel VP of Software and Services.<\/p>\n<h2>Get started today!<\/h2>\n<p>Take advantage of Azure Cognitive Services containers to build intelligent applications today. For more details, please see the technical blog, \u201c<a href=\"https:\/\/azure.microsoft.com\/en-us\/blog\/getting-started-with-azure-cognitive-services-in-containers\/\" target=\"_blank\" rel=\"noopener\">Getting started with Azure Cognitive Services in containers<\/a>\u201d.<\/p>\n<p>To learn more about our edge solutions, please see Julia White\u2019s <a href=\"https:\/\/na01.safelinks.protection.outlook.com\/?url=https%3A%2F%2Fazure.microsoft.com%2Fen-us%2Fblog%2Fmicrosoft-azure-enables-a-new-wave-of-edge-computing-here-s-how%2F&#038;data=02%7C01%7Cv-cabas%40microsoft.com%7C06507fde2e0548ba23c808d64b5475c4%7C72f988bf86f141af91ab2d7cd011db47%7C1%7C0%7C636779223464774946&#038;sdata=UToaxkL4Q0IfCAi37YZjbkRFfXMz8rj1O0UsRKYNkks%3D&#038;reserved=0\" target=\"_blank\" rel=\"noopener\">edge computing blog<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>I believe progress requires that we stay focused in pushing the boundaries of human accomplishment. We don\u2019t simply add features to be trendy; we do so in order to solve actual problems, and it is that mindset that keeps us advancing.<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"ms_queue_id":[],"ep_exclude_from_search":false,"_classifai_error":"","_classifai_text_to_speech_error":"","_alt_title":"","footnotes":"","msx_community_cta_settings":[]},"categories":[1454],"tags":[],"audience":[3057,3055,3056],"content-type":[1465],"product":[3164],"tech-community":[],"topic":[],"coauthors":[95],"class_list":["post-1991","post","type-post","status-publish","format-standard","hentry","category-ai-machine-learning","audience-data-professionals","audience-developers","audience-it-implementors","content-type-announcements","product-microsoft-foundry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Bringing AI to the edge | Microsoft Azure Blog<\/title>\n<meta name=\"description\" content=\"I believe progress requires that we stay focused in pushing the boundaries of human accomplishment. We don\u2019t simply add features to be trendy; we do so in order to solve actual problems, and it is that mindset that keeps us advancing.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Bringing AI to the edge | Microsoft Azure Blog\" \/>\n<meta property=\"og:description\" content=\"I believe progress requires that we stay focused in pushing the boundaries of human accomplishment. We don\u2019t simply add features to be trendy; we do so in order to solve actual problems, and it is that mindset that keeps us advancing.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/\" \/>\n<meta property=\"og:site_name\" content=\"Microsoft Azure Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/microsoftazure\" \/>\n<meta property=\"article:published_time\" content=\"2018-11-14T00:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-05-11T22:36:02+00:00\" \/>\n<meta name=\"author\" content=\"Eric Boyd\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@azure\" \/>\n<meta name=\"twitter:site\" content=\"@azure\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Eric Boyd\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/\"},\"author\":[{\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/author\/eric-boyd\/\",\"@type\":\"Person\",\"@name\":\"Eric Boyd\"}],\"headline\":\"Bringing AI to the edge\",\"datePublished\":\"2018-11-14T00:00:00+00:00\",\"dateModified\":\"2023-05-11T22:36:02+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/\"},\"wordCount\":681,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/#organization\"},\"articleSection\":[\"AI + machine learning\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/\",\"url\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/\",\"name\":\"Bringing AI to the edge | Microsoft Azure Blog\",\"isPartOf\":{\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/#website\"},\"datePublished\":\"2018-11-14T00:00:00+00:00\",\"dateModified\":\"2023-05-11T22:36:02+00:00\",\"description\":\"I believe progress requires that we stay focused in pushing the boundaries of human accomplishment. We don\u2019t simply add features to be trendy; we do so in order to solve actual problems, and it is that mindset that keeps us advancing.\",\"breadcrumb\":{\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Blog home\",\"item\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI + machine learning\",\"item\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/category\/ai-machine-learning\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Bringing AI to the edge\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/#website\",\"url\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/\",\"name\":\"Microsoft Azure Blog\",\"description\":\"Get the latest Azure news, updates, and announcements from the Azure blog. From product updates to hot topics, hear from the Azure experts.\",\"publisher\":{\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/#organization\",\"name\":\"Microsoft Azure Blog\",\"url\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/06\/microsoft_logo.webp\",\"contentUrl\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/06\/microsoft_logo.webp\",\"width\":512,\"height\":512,\"caption\":\"Microsoft Azure Blog\"},\"image\":{\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/microsoftazure\",\"https:\/\/x.com\/azure\",\"https:\/\/www.instagram.com\/microsoftdeveloper\/\",\"https:\/\/www.linkedin.com\/company\/16188386\",\"https:\/\/www.youtube.com\/user\/windowsazure\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/#\/schema\/person\/c702e5edd662b328b49b7e1180cab117\",\"name\":\"shakir\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/secure.gravatar.com\/avatar\/9342c7c05bb16548741bc5cd3a3e3b7ee0c8e746844ad2cc582db5beb5514c6f?s=96&d=mm&r=g7664e653ea371ce16eaf75e9fa8952c4\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/9342c7c05bb16548741bc5cd3a3e3b7ee0c8e746844ad2cc582db5beb5514c6f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/9342c7c05bb16548741bc5cd3a3e3b7ee0c8e746844ad2cc582db5beb5514c6f?s=96&d=mm&r=g\",\"caption\":\"shakir\"},\"sameAs\":[\"https:\/\/azure.microsoft.com\"],\"url\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/author\/shakir\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Bringing AI to the edge | Microsoft Azure Blog","description":"I believe progress requires that we stay focused in pushing the boundaries of human accomplishment. We don\u2019t simply add features to be trendy; we do so in order to solve actual problems, and it is that mindset that keeps us advancing.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/","og_locale":"en_US","og_type":"article","og_title":"Bringing AI to the edge | Microsoft Azure Blog","og_description":"I believe progress requires that we stay focused in pushing the boundaries of human accomplishment. We don\u2019t simply add features to be trendy; we do so in order to solve actual problems, and it is that mindset that keeps us advancing.","og_url":"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/","og_site_name":"Microsoft Azure Blog","article_publisher":"https:\/\/www.facebook.com\/microsoftazure","article_published_time":"2018-11-14T00:00:00+00:00","article_modified_time":"2023-05-11T22:36:02+00:00","author":"Eric Boyd","twitter_card":"summary_large_image","twitter_creator":"@azure","twitter_site":"@azure","twitter_misc":{"Written by":"Eric Boyd","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/#article","isPartOf":{"@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/"},"author":[{"@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/author\/eric-boyd\/","@type":"Person","@name":"Eric Boyd"}],"headline":"Bringing AI to the edge","datePublished":"2018-11-14T00:00:00+00:00","dateModified":"2023-05-11T22:36:02+00:00","mainEntityOfPage":{"@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/"},"wordCount":681,"commentCount":0,"publisher":{"@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/#organization"},"articleSection":["AI + machine learning"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/","url":"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/","name":"Bringing AI to the edge | Microsoft Azure Blog","isPartOf":{"@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/#website"},"datePublished":"2018-11-14T00:00:00+00:00","dateModified":"2023-05-11T22:36:02+00:00","description":"I believe progress requires that we stay focused in pushing the boundaries of human accomplishment. We don\u2019t simply add features to be trendy; we do so in order to solve actual problems, and it is that mindset that keeps us advancing.","breadcrumb":{"@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/bringing-ai-to-the-edge\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Blog home","item":"https:\/\/azure.microsoft.com\/en-us\/blog\/"},{"@type":"ListItem","position":2,"name":"AI + machine learning","item":"https:\/\/azure.microsoft.com\/en-us\/blog\/category\/ai-machine-learning\/"},{"@type":"ListItem","position":3,"name":"Bringing AI to the edge"}]},{"@type":"WebSite","@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/#website","url":"https:\/\/azure.microsoft.com\/en-us\/blog\/","name":"Microsoft Azure Blog","description":"Get the latest Azure news, updates, and announcements from the Azure blog. From product updates to hot topics, hear from the Azure experts.","publisher":{"@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/azure.microsoft.com\/en-us\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/#organization","name":"Microsoft Azure Blog","url":"https:\/\/azure.microsoft.com\/en-us\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/06\/microsoft_logo.webp","contentUrl":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2024\/06\/microsoft_logo.webp","width":512,"height":512,"caption":"Microsoft Azure Blog"},"image":{"@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/microsoftazure","https:\/\/x.com\/azure","https:\/\/www.instagram.com\/microsoftdeveloper\/","https:\/\/www.linkedin.com\/company\/16188386","https:\/\/www.youtube.com\/user\/windowsazure"]},{"@type":"Person","@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/#\/schema\/person\/c702e5edd662b328b49b7e1180cab117","name":"shakir","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/9342c7c05bb16548741bc5cd3a3e3b7ee0c8e746844ad2cc582db5beb5514c6f?s=96&d=mm&r=g7664e653ea371ce16eaf75e9fa8952c4","url":"https:\/\/secure.gravatar.com\/avatar\/9342c7c05bb16548741bc5cd3a3e3b7ee0c8e746844ad2cc582db5beb5514c6f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/9342c7c05bb16548741bc5cd3a3e3b7ee0c8e746844ad2cc582db5beb5514c6f?s=96&d=mm&r=g","caption":"shakir"},"sameAs":["https:\/\/azure.microsoft.com"],"url":"https:\/\/azure.microsoft.com\/en-us\/blog\/author\/shakir\/"}]}},"msxcm_display_generated_audio":false,"msxcm_animated_featured_image":null,"distributor_meta":false,"distributor_terms":false,"distributor_media":false,"distributor_original_site_name":"Microsoft Azure Blog","distributor_original_site_url":"https:\/\/azure.microsoft.com\/en-us\/blog","push-errors":false,"_links":{"self":[{"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/posts\/1991","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/comments?post=1991"}],"version-history":[{"count":0,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/posts\/1991\/revisions"}],"wp:attachment":[{"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/media?parent=1991"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/categories?post=1991"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/tags?post=1991"},{"taxonomy":"audience","embeddable":true,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/audience?post=1991"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/content-type?post=1991"},{"taxonomy":"product","embeddable":true,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/product?post=1991"},{"taxonomy":"tech-community","embeddable":true,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/tech-community?post=1991"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/topic?post=1991"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/coauthors?post=1991"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}