{"id":30274,"date":"2020-10-13T08:00:34","date_gmt":"2020-10-13T15:00:34","guid":{"rendered":"https:\/\/devblogs.microsoft.com\/dotnet\/?p=30274"},"modified":"2020-10-12T15:24:21","modified_gmt":"2020-10-12T22:24:21","slug":"mlops-devops-for-machine-learning","status":"publish","type":"post","link":"https:\/\/devblogs.microsoft.com\/dotnet\/mlops-devops-for-machine-learning\/","title":{"rendered":"MLOps: DevOps for Machine Learning"},"content":{"rendered":"<p>Machine Learning Operations (MLOps) is like DevOps for the machine learning lifecycle. This includes things like model deployment &amp; management and data tracking, which help with productionizing machine learning models.<\/p>\n<p>Through the survey below, we&#8217;d love to get feedback on your current DevOps practices as well as your prospective usage of MLOps in .NET. We&#8217;ll use your feedback to drive the direction of MLOps support in .NET.<\/p>\n<h2><a href=\"https:\/\/www.research.net\/r\/mlops-blog\" target=\"_blank\" rel=\"noopener noreferrer\">Take the survey<\/a><\/h2>\n<p><a href=\"https:\/\/devblogs.microsoft.com\/dotnet\/wp-content\/uploads\/sites\/10\/2020\/05\/survey-illustration-300x181-1.png\" target=\"_blank\" rel=\"https:\/\/www.research.net\/r\/mlops-blog noopener noreferrer\"><img decoding=\"async\" class=\"wp-image-28484 size-full\" src=\"https:\/\/devblogs.microsoft.com\/dotnet\/wp-content\/uploads\/sites\/10\/2020\/05\/survey-illustration-300x181-1.png\" alt=\"Survey illustration\" width=\"300\" height=\"181\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Machine Learning Operations (MLOps) is like DevOps for the machine learning lifecycle. This includes things like model deployment &amp; management and data tracking, which help with productionizing machine learning models. Through the survey below, we&#8217;d love to get feedback on your current DevOps practices as well as your prospective usage of MLOps in .NET. We&#8217;ll [&hellip;]<\/p>\n","protected":false},"author":721,"featured_media":30062,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[685,688,691],"tags":[4,7189,7188,63,7190],"class_list":["post-30274","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dotnet","category-machine-learning","category-ml-dotnet","tag-net","tag-machinelearning","tag-mlnet","tag-dotnet","tag-mlops"],"acf":[],"blog_post_summary":"<p>Machine Learning Operations (MLOps) is like DevOps for the machine learning lifecycle. This includes things like model deployment &amp; management and data tracking, which help with productionizing machine learning models. Through the survey below, we&#8217;d love to get feedback on your current DevOps practices as well as your prospective usage of MLOps in .NET. We&#8217;ll [&hellip;]<\/p>\n","_links":{"self":[{"href":"https:\/\/devblogs.microsoft.com\/dotnet\/wp-json\/wp\/v2\/posts\/30274","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devblogs.microsoft.com\/dotnet\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devblogs.microsoft.com\/dotnet\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devblogs.microsoft.com\/dotnet\/wp-json\/wp\/v2\/users\/721"}],"replies":[{"embeddable":true,"href":"https:\/\/devblogs.microsoft.com\/dotnet\/wp-json\/wp\/v2\/comments?post=30274"}],"version-history":[{"count":0,"href":"https:\/\/devblogs.microsoft.com\/dotnet\/wp-json\/wp\/v2\/posts\/30274\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/devblogs.microsoft.com\/dotnet\/wp-json\/wp\/v2\/media\/30062"}],"wp:attachment":[{"href":"https:\/\/devblogs.microsoft.com\/dotnet\/wp-json\/wp\/v2\/media?parent=30274"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devblogs.microsoft.com\/dotnet\/wp-json\/wp\/v2\/categories?post=30274"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devblogs.microsoft.com\/dotnet\/wp-json\/wp\/v2\/tags?post=30274"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}