--- title: User Action Sequence Modeling for Pinterest Ads... description: Pinterest Ads Engagement Modeling utilizes user sequence features, sequencing modeling architecture, mixed precision inference, and resilient batch... canonical: https://daily.dev/posts/user-action-sequence-modeling-for-pinterest-ads-engagement-modeling-bw2fufcpu twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: User Action Sequence Modeling for Pinterest Ads Engagement Modeling | daily.dev og:description: Pinterest Ads Engagement Modeling utilizes user sequence features, sequencing modeling architecture, mixed precision inference, and resilient batch... og:url: https://daily.dev/posts/user-action-sequence-modeling-for-pinterest-ads-engagement-modeling-bw2fufcpu og:image: https://api.daily.dev/og/posts/bw2fuFcpu.png og:image:alt: User Action Sequence Modeling for Pinterest Ads Engagement Modeling 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. # User Action Sequence Modeling for Pinterest Ads Engagement Modeling **[Pinterest Engineering](https://daily.dev/sources/pint)** · 9 min read · 0 upvotes · 0 comments ## Summary Pinterest Ads Engagement Modeling utilizes user sequence features, sequencing modeling architecture, mixed precision inference, and resilient batch normalization to deliver personalized and relevant ad recommendations to users. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Don’t just attend KubeCon \+ CloudNativeCon, Merge Forward your experience\!](https://daily.dev/posts/don-t-just-attend-kubecon-cloudnativecon-merge-forward-your-experience--l0rpp73x8) · CNCF · 1 upvotes · 0 comments - [Announcing H2 2026 KCDs](https://daily.dev/posts/announcing-h2-2026-kcds-m96goajm1) · CNCF · 1 upvotes · 0 comments - [Two months of Open Community Groups](https://daily.dev/posts/two-months-of-open-community-groups-asf52zhbs) · CNCF · 0 upvotes · 0 comments --- Tags: [#pinterest](https://daily.dev/tags/pinterest) [View this post on daily.dev](https://daily.dev/posts/user-action-sequence-modeling-for-pinterest-ads-engagement-modeling-bw2fufcpu) ```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":"User Action Sequence Modeling for Pinterest Ads Engagement Modeling","url":"https://daily.dev/posts/user-action-sequence-modeling-for-pinterest-ads-engagement-modeling-bw2fufcpu","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/user-action-sequence-modeling-for-pinterest-ads-engagement-modeling-bw2fufcpu"},"datePublished":"2024-03-05T22:24:05.335Z","dateModified":"2024-05-09T09:28:05.588Z","description":"Pinterest Ads Engagement Modeling utilizes user sequence features, sequencing modeling architecture, mixed precision inference, and resilient batch...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/cac7ae9649f8ccdd6a7be89f1925a073?_a=AQAEufR","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/cac7ae9649f8ccdd6a7be89f1925a073?_a=AQAEufR","isAccessibleForFree":true,"articleSection":"Pinterest 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":"Pinterest Engineering","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/f0dc15da4f9c44fdbc5770106dd3d0a9","url":"https://daily.dev/sources/pint"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/user-action-sequence-modeling-for-pinterest-ads-engagement-modeling-bw2fufcpu","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"pinterest","timeRequired":"PT9M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Pinterest Engineering","item":"https://daily.dev/sources/pint"},{"@type":"ListItem","position":3,"name":"User Action Sequence Modeling for Pinterest Ads Engagement Modeling"}]} ```