--- title: Scaling AI/ML Infrastructure at Uber | daily.dev description: Uber has made significant progress in scaling their AI/ML infrastructure, transitioning from on-prem to cloud infrastructure and optimizing existing... canonical: https://daily.dev/posts/scaling-ai-ml-infrastructure-at-uber-rdn0prjic twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Scaling AI/ML Infrastructure at Uber | daily.dev og:description: Uber has made significant progress in scaling their AI/ML infrastructure, transitioning from on-prem to cloud infrastructure and optimizing existing... og:url: https://daily.dev/posts/scaling-ai-ml-infrastructure-at-uber-rdn0prjic og:image: https://api.daily.dev/og/posts/RDN0pRjic.png og:image:alt: Scaling AI/ML Infrastructure at Uber 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. # Scaling AI/ML Infrastructure at Uber **[Uber Engineering](https://daily.dev/sources/uber)** · 8 min read · 4 upvotes · 0 comments ## Summary Uber has made significant progress in scaling their AI/ML infrastructure, transitioning from on-prem to cloud infrastructure and optimizing existing infrastructure. They have implemented a unified federation layer for batch workloads, upgraded network bandwidth for training efficiency, and upgraded memory to improve GPU allocation rates. They are also building new infrastructure by evaluating price-performance ratios of cloud SKUs and improving LLM training efficiency through memory offload. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#cloud](https://daily.dev/tags/cloud), [#machine-learning](https://daily.dev/tags/machine-learning), [#gpu](https://daily.dev/tags/gpu), [#uber](https://daily.dev/tags/uber) [View this post on daily.dev](https://daily.dev/posts/scaling-ai-ml-infrastructure-at-uber-rdn0prjic) ```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":"Scaling AI/ML Infrastructure at Uber","url":"https://daily.dev/posts/scaling-ai-ml-infrastructure-at-uber-rdn0prjic","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/scaling-ai-ml-infrastructure-at-uber-rdn0prjic"},"datePublished":"2024-04-22T06:19:29.829Z","dateModified":"2024-05-09T09:09:48.658Z","description":"Uber has made significant progress in scaling their AI/ML infrastructure, transitioning from on-prem to cloud infrastructure and optimizing existing...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/cfe1e2207512f2f700b5c17a62610c47?_a=AQAEufR","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/cfe1e2207512f2f700b5c17a62610c47?_a=AQAEufR","isAccessibleForFree":true,"articleSection":"Uber Engineering","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Uber Engineering","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/uber","url":"https://daily.dev/sources/uber"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/scaling-ai-ml-infrastructure-at-uber-rdn0prjic","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":4},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"cloud,machine-learning,gpu,uber","timeRequired":"PT8M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Uber Engineering","item":"https://daily.dev/sources/uber"},{"@type":"ListItem","position":3,"name":"Scaling AI/ML Infrastructure at Uber"}]} ```