--- title: Optimize AI at Scale With Platform Engineering for MLOps description: AI adoption is increasing in enterprises and optimizing MLOps at scale is crucial for delivering positive ROI. Platform engineering can streamline MLOps... canonical: https://daily.dev/posts/optimize-ai-at-scale-with-platform-engineering-for-mlops-cls0dtd0f twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Optimize AI at Scale With Platform Engineering for MLOps | daily.dev og:description: AI adoption is increasing in enterprises and optimizing MLOps at scale is crucial for delivering positive ROI. Platform engineering can streamline MLOps... og:url: https://daily.dev/posts/optimize-ai-at-scale-with-platform-engineering-for-mlops-cls0dtd0f og:image: https://api.daily.dev/og/posts/ClS0dtD0F.png og:image:alt: Optimize AI at Scale With Platform Engineering for MLOps og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Optimize AI at Scale With Platform Engineering for MLOps **[The New Stack](https://daily.dev/sources/newstack)** · 5 min read · 0 upvotes · 0 comments ## Summary AI adoption is increasing in enterprises and optimizing MLOps at scale is crucial for delivering positive ROI. Platform engineering can streamline MLOps workflows by recognizing the differences between DevOps and MLOps and implementing purpose-built solutions. Distributed enterprises can scale AI by utilizing a customizable spoke-and-wheel approach. A purpose-built platform engineering solution must address infrastructure optimization, model management and deployment, data governance and privacy, model observability, and task automation and self-service. Future-proofing the platform engineering solution involves managing it as a product, hiring engineers with MLOps experience, and staying adaptable to new technologies. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#ai](https://daily.dev/tags/ai), [#machine-learning](https://daily.dev/tags/machine-learning), [#devops](https://daily.dev/tags/devops), [#mlops](https://daily.dev/tags/mlops), [#platform-engineering](https://daily.dev/tags/platform-engineering) [View this post on daily.dev](https://daily.dev/posts/optimize-ai-at-scale-with-platform-engineering-for-mlops-cls0dtd0f) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Optimize AI at Scale With Platform Engineering for MLOps","url":"https://daily.dev/posts/optimize-ai-at-scale-with-platform-engineering-for-mlops-cls0dtd0f","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/optimize-ai-at-scale-with-platform-engineering-for-mlops-cls0dtd0f"},"datePublished":"2024-05-09T17:11:02.520Z","dateModified":"2024-05-09T17:11:01.779Z","description":"AI adoption is increasing in enterprises and optimizing MLOps at scale is crucial for delivering positive ROI. 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