{"id":1179,"date":"2019-07-03T00:00:00","date_gmt":"2019-07-03T00:00:00","guid":{"rendered":"https:\/\/azure.microsoft.com\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli"},"modified":"2025-06-24T12:24:54","modified_gmt":"2025-06-24T19:24:54","slug":"automate-mlops-workflows-with-azure-machine-learning-service-cli","status":"publish","type":"post","link":"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/","title":{"rendered":"Automate MLOps workflows with Azure Machine Learning service CLI"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><em>This blog was co-authored by Jordan Edwards, Senior Program Manager, Azure Machine Learning<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This year at Microsoft Build 2019, we announced a slew of new releases as part of Azure Machine Learning service which focused on <a href=\"https:\/\/azure.microsoft.com\/en-us\/blog\/take-your-machine-learning-models-to-production-with-new-mlops-capabilities\/\" target=\"_blank\" rel=\"noopener\">MLOps<\/a>. These capabilities help you automate and manage the end-to-end machine learning lifecycle.<\/p>\n\n\n\n<figure class=\"wp-block-image has-custom-border\"><img decoding=\"async\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2019\/07\/f4fc7b28-ff24-408f-8047-14d5a49aea6b.webp\" alt=\"Image with reference to the title &quot;Automate MLOps workflows with Azure Machine Learning service CLI&quot;\" style=\"border-radius:0px\" title=\"Image with reference to the title &quot;Automate MLOps workflows with Azure Machine Learning service CLI&quot;\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Historically, Azure Machine Learning service\u2019s management plane has been via its Python SDK. To make our service more accessible to IT and app development customers unfamiliar with Python, we have delivered an extension to the Azure CLI focused on interacting with Azure Machine Learning.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">While it\u2019s not a replacement for the Azure Machine Learning service Python SDK, it is a complimentary tool that is optimized to handle highly parameterized tasks which suit themselves well to automation. With this new CLI, you can easily perform a variety of automated tasks against the machine learning workspace, including:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">Datastore management<\/li>\n\n\n\n<li class=\"wp-block-list-item\">Compute target management<\/li>\n\n\n\n<li class=\"wp-block-list-item\">Experiment submission and job management<\/li>\n\n\n\n<li class=\"wp-block-list-item\">Model registration and deployment<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Combining these commands enables you to train, register their model, package it, and deploy your model as an API. To help you quickly get started with MLOps, we have also released a <a href=\"https:\/\/docs.microsoft.com\/en-us\/azure\/devops\/pipelines\/targets\/azure-machine-learning?view=azure-devops&amp;tabs=classic\" target=\"_blank\" rel=\"noopener\">predefined template<\/a> in <a href=\"https:\/\/azure.microsoft.com\/en-us\/services\/devops\/pipelines\/\" target=\"_blank\" rel=\"noopener\">Azure Pipelines<\/a>. This template allows you to easily train, register, and deploy your machine learning models. Data scientists and developers can work together to build a custom application for their scenario built from their own data set.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The <a href=\"https:\/\/docs.microsoft.com\/cli\/azure\/?view=azure-cli-latest\" target=\"_blank\" rel=\"noopener\">Azure Machine Learning service Command-Line Interface<\/a> is an extension to the interface for the Azure platform. This extension provides commands for working with Azure Machine Learning service from the command-line and allows you to automate your machine learning workflows. Some key scenarios would include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">Running experiments to create machine learning models<\/li>\n\n\n\n<li class=\"wp-block-list-item\">Registering machine learning models for customer usage<\/li>\n\n\n\n<li class=\"wp-block-list-item\">Packaging, deploying, and tracking the lifecycle of machine learning models<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">To use the Azure Machine Learning CLI, you must have an Azure subscription. If you don\u2019t have an Azure subscription, you can create a free account before you begin. Try the <a href=\"https:\/\/aka.ms\/AMLFree\" target=\"_blank\" rel=\"noopener\">free or paid version of Azure Machine Learning service<\/a> to get started today.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"next-steps\">Next steps<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Learn more about the <a href=\"https:\/\/azure.microsoft.com\/en-us\/services\/machine-learning-service\/\" target=\"_blank\" rel=\"noopener\">Azure Machine Learning service<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Get started with a <a href=\"https:\/\/azure.microsoft.com\/en-us\/trial\/get-started-machine-learning\/\" target=\"_blank\" rel=\"noopener\">free trial of the Azure Machine Learning service<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>This year at Microsoft Build 2019, we announced a slew of new releases as part of Azure Machine Learning service which focused on MLOps. These capabilities help you automate and manage the end-to-end machine learning lifecycle.<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","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":[1454,1485],"tags":[],"audience":[3057,3055,3056],"content-type":[1511],"product":[1493,1627],"tech-community":[],"topic":[],"coauthors":[372],"class_list":["post-1179","post","type-post","status-publish","format-standard","hentry","category-ai-machine-learning","category-internet-of-things","audience-data-professionals","audience-developers","audience-it-implementors","content-type-best-practices","product-azure-machine-learning","product-sdks","review-flag-free-1680286579-836","review-flag-machi-1680286585-314","review-flag-new-1680286579-546"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Automate MLOps workflows with Azure Machine Learning service CLI | Microsoft Azure Blog<\/title>\n<meta name=\"description\" content=\"This year at Microsoft Build 2019, we announced a slew of new releases as part of Azure Machine Learning service which focused on MLOps. These capabilities help you automate and manage the end-to-end machine learning lifecycle.\" \/>\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\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Automate MLOps workflows with Azure Machine Learning service CLI | Microsoft Azure Blog\" \/>\n<meta property=\"og:description\" content=\"This year at Microsoft Build 2019, we announced a slew of new releases as part of Azure Machine Learning service which focused on MLOps. These capabilities help you automate and manage the end-to-end machine learning lifecycle.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/\" \/>\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=\"2019-07-03T00:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-06-24T19:24:54+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2019\/07\/f4fc7b28-ff24-408f-8047-14d5a49aea6b.webp\" \/>\n<meta name=\"author\" content=\"Shivani Patel\" \/>\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=\"Shivani Patel\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 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\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/\"},\"author\":[{\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/author\/shivani-patel\/\",\"@type\":\"Person\",\"@name\":\"Shivani Patel\"}],\"headline\":\"Automate MLOps workflows with Azure Machine Learning service CLI\",\"datePublished\":\"2019-07-03T00:00:00+00:00\",\"dateModified\":\"2025-06-24T19:24:54+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/\"},\"wordCount\":376,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2019\/07\/f4fc7b28-ff24-408f-8047-14d5a49aea6b.webp\",\"articleSection\":[\"AI + machine learning\",\"Internet of things\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/\",\"url\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/\",\"name\":\"Automate MLOps workflows with Azure Machine Learning service CLI | Microsoft Azure Blog\",\"isPartOf\":{\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2019\/07\/f4fc7b28-ff24-408f-8047-14d5a49aea6b.webp\",\"datePublished\":\"2019-07-03T00:00:00+00:00\",\"dateModified\":\"2025-06-24T19:24:54+00:00\",\"description\":\"This year at Microsoft Build 2019, we announced a slew of new releases as part of Azure Machine Learning service which focused on MLOps. These capabilities help you automate and manage the end-to-end machine learning lifecycle.\",\"breadcrumb\":{\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/#primaryimage\",\"url\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2019\/07\/f4fc7b28-ff24-408f-8047-14d5a49aea6b.webp\",\"contentUrl\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2019\/07\/f4fc7b28-ff24-408f-8047-14d5a49aea6b.webp\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/#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\":\"Automate MLOps workflows with Azure Machine Learning service CLI\"}]},{\"@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":"Automate MLOps workflows with Azure Machine Learning service CLI | Microsoft Azure Blog","description":"This year at Microsoft Build 2019, we announced a slew of new releases as part of Azure Machine Learning service which focused on MLOps. These capabilities help you automate and manage the end-to-end machine learning lifecycle.","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\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/","og_locale":"en_US","og_type":"article","og_title":"Automate MLOps workflows with Azure Machine Learning service CLI | Microsoft Azure Blog","og_description":"This year at Microsoft Build 2019, we announced a slew of new releases as part of Azure Machine Learning service which focused on MLOps. These capabilities help you automate and manage the end-to-end machine learning lifecycle.","og_url":"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/","og_site_name":"Microsoft Azure Blog","article_publisher":"https:\/\/www.facebook.com\/microsoftazure","article_published_time":"2019-07-03T00:00:00+00:00","article_modified_time":"2025-06-24T19:24:54+00:00","og_image":[{"url":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2019\/07\/f4fc7b28-ff24-408f-8047-14d5a49aea6b.webp","type":"","width":"","height":""}],"author":"Shivani Patel","twitter_card":"summary_large_image","twitter_creator":"@azure","twitter_site":"@azure","twitter_misc":{"Written by":"Shivani Patel","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/#article","isPartOf":{"@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/"},"author":[{"@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/author\/shivani-patel\/","@type":"Person","@name":"Shivani Patel"}],"headline":"Automate MLOps workflows with Azure Machine Learning service CLI","datePublished":"2019-07-03T00:00:00+00:00","dateModified":"2025-06-24T19:24:54+00:00","mainEntityOfPage":{"@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/"},"wordCount":376,"commentCount":0,"publisher":{"@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/#organization"},"image":{"@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/#primaryimage"},"thumbnailUrl":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2019\/07\/f4fc7b28-ff24-408f-8047-14d5a49aea6b.webp","articleSection":["AI + machine learning","Internet of things"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/","url":"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/","name":"Automate MLOps workflows with Azure Machine Learning service CLI | Microsoft Azure Blog","isPartOf":{"@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/#primaryimage"},"image":{"@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/#primaryimage"},"thumbnailUrl":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2019\/07\/f4fc7b28-ff24-408f-8047-14d5a49aea6b.webp","datePublished":"2019-07-03T00:00:00+00:00","dateModified":"2025-06-24T19:24:54+00:00","description":"This year at Microsoft Build 2019, we announced a slew of new releases as part of Azure Machine Learning service which focused on MLOps. These capabilities help you automate and manage the end-to-end machine learning lifecycle.","breadcrumb":{"@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/#primaryimage","url":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2019\/07\/f4fc7b28-ff24-408f-8047-14d5a49aea6b.webp","contentUrl":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2019\/07\/f4fc7b28-ff24-408f-8047-14d5a49aea6b.webp"},{"@type":"BreadcrumbList","@id":"https:\/\/azure.microsoft.com\/en-us\/blog\/automate-mlops-workflows-with-azure-machine-learning-service-cli\/#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":"Automate MLOps workflows with Azure Machine Learning service CLI"}]},{"@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\/1179","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=1179"}],"version-history":[{"count":1,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/posts\/1179\/revisions"}],"predecessor-version":[{"id":43092,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/posts\/1179\/revisions\/43092"}],"wp:attachment":[{"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/media?parent=1179"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/categories?post=1179"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/tags?post=1179"},{"taxonomy":"audience","embeddable":true,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/audience?post=1179"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/content-type?post=1179"},{"taxonomy":"product","embeddable":true,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/product?post=1179"},{"taxonomy":"tech-community","embeddable":true,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/tech-community?post=1179"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/topic?post=1179"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-json\/wp\/v2\/coauthors?post=1179"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}