{"id":8861,"date":"2024-11-20T09:00:51","date_gmt":"2024-11-20T08:00:51","guid":{"rendered":"https:\/\/republify.se\/?post_type=product&p=8861"},"modified":"2026-01-08T19:04:08","modified_gmt":"2026-01-08T18:04:08","slug":"introduction-to-machine-learning-operations-mlops","status":"publish","type":"product","link":"https:\/\/republify.se\/index.php\/produkt\/introduction-to-machine-learning-operations-mlops\/","title":{"rendered":"Introduction to machine learning operations (MLOps)"},"content":{"rendered":"

Machine learning operations (MLOps) applies DevOps principles to machine learning projects. In this course you will learn about which DevOps principles help in scaling a machine learning project from experimentation to production.<\/strong><\/p>\n

You need to have some familiarity with machine learning and Azure Machine Learning to get the best results from this training. This course is also highly recommended as a group workshop for more from the same employer to get the best view on how you should work with MLOps in the future.<\/p>\n

1. Introduction to DevOps principles for machine Learning<\/strong><\/p>\n

Get familiar with DevOps principles and tools relevant for MLOps workloads.<\/p>\n

In this module, you’ll learn:<\/em><\/p>\n

Why DevOps is useful for machine learning projects.
\nWhich DevOps principles can be applied to machine learning projects.
\nHow to connect Azure DevOps and GitHub with Azure Machine Learning.<\/p>\n

2. Source control for machine learning Projects<\/strong><\/p>\n

Learn how to work with source control for your machine learning projects. Source control is an essential part of machine learning operations (MLOps).<\/p>\n

Learning objectives<\/em><\/p>\n

Trunk-based development with Git.
\nHow to work with Git in Azure Repos and GitHub.
\nHow to develop locally with Visual Studio Code.<\/p>\n

3. Automate machine learning workflows<\/strong><\/p>\n

Automate machine learning workflows with Azure Machine Learning pipelines, Azure Pipelines, and GitHub Actions.<\/p>\n

Learning objectives<\/em><\/p>\n

How to use Azure Machine Learning pipelines.
\nHow to use Azure Pipelines and GitHub Actions to automate workflows.<\/p>\n

4. Continuous deployment for machine Learning<\/strong><\/p>\n

Learn how to work with environments for continuous deployment of machine learning models.<\/p>\n

Learning objectives<\/em><\/p>\n

How to set up environments for development and production.
\nHow to control deployments with approval gates.<\/p>\n

 <\/p>\n

Kursen levereras i samarbete med Microsoft<\/h3>\n","protected":false},"excerpt":{"rendered":"

Are you ready to transform your AI insights into real business value? In our introductory course on Machine Learning Operations (MLOps), you will learn the fundamentals of scaling, automating, and streamlining the deployment of machine learning models.<\/strong><\/p>\n

Through practical examples and industry-leading methodologies, you will gain the tools to build robust and reliable ML solutions that meet today’s demands for innovation and sustainability. Perfect for those looking to seamlessly integrate development and operations into a powerful, efficient process!<\/p>\n","protected":false},"featured_media":10409,"comment_status":"open","ping_status":"closed","template":"","meta":{"wds_primary_product_brand":0,"wds_primary_product_cat":0},"product_brand":[],"product_cat":[137,43,29,203],"product_tag":[],"class_list":{"0":"post-8861","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-ai","7":"product_cat-microsoft","8":"product_cat-technical","9":"product_cat-industri","11":"first","12":"instock","13":"taxable","14":"shipping-taxable","15":"purchasable","16":"product-type-simple"},"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/republify.se\/index.php\/wp-json\/wp\/v2\/product\/8861","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/republify.se\/index.php\/wp-json\/wp\/v2\/product"}],"about":[{"href":"https:\/\/republify.se\/index.php\/wp-json\/wp\/v2\/types\/product"}],"replies":[{"embeddable":true,"href":"https:\/\/republify.se\/index.php\/wp-json\/wp\/v2\/comments?post=8861"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/republify.se\/index.php\/wp-json\/wp\/v2\/media\/10409"}],"wp:attachment":[{"href":"https:\/\/republify.se\/index.php\/wp-json\/wp\/v2\/media?parent=8861"}],"wp:term":[{"taxonomy":"product_brand","embeddable":true,"href":"https:\/\/republify.se\/index.php\/wp-json\/wp\/v2\/product_brand?post=8861"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/republify.se\/index.php\/wp-json\/wp\/v2\/product_cat?post=8861"},{"taxonomy":"product_tag","embeddable":true,"href":"https:\/\/republify.se\/index.php\/wp-json\/wp\/v2\/product_tag?post=8861"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}