Feed Personalization Articles

  • FollowFeed-architecture

    Community-Focused Feed Optimization

    June 25, 2019

    Co-authors: Ali Mohamed and Zheng Li   LinkedIn’s feed stands at the center of building global professional knowledge-sharing communities for our members. Members talk about their career stories, job openings, and ideas in a variety of formats, including links, video, text, images, documents, and long-form articles. Members participate in conversations in two...

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    Communities AI: Building Communities Around Interests on LinkedIn

    June 24, 2019

    At LinkedIn, our mission is to connect the world’s professionals to make them more productive and successful. Part of the way we achieve this goal is by providing a platform where communities connected by common interests or shared experiences can form. Several features—for instance, Groups—help foster the growth of these communities. However, an integral tool...

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    Spreading the Love in the LinkedIn Feed with Creator-Side Optimization

    October 16, 2018

    Co-authors: Bonnie Barrilleaux and Dylan Wang Our 567M members use the LinkedIn feed to talk to each other a lot: more than a million posts, videos, and articles flow through the LinkedIn feed each day. This is the story of how we discovered some growing pains for both creators and viewers in the feed; how we solved the problems with a smarter feed relevance...

  • Combining LinkedIn’s Content Filtering and Microsoft...

    July 30, 2018

    In a previous blog post, we described how a combination of human and machine intelligence keeps LinkedIn’s feed professionally...

  • linkedin-feed-AI-1

    A Look Behind the AI that Powers LinkedIn’s Feed: Sifting...

    March 29, 2018

    Co-authors: Tim Jurka, Souvik Ghosh and Pete Davies Overview At LinkedIn, our mission is to connect the world’s professionals to make...

  • activitygraphpt22

    Building the Activity Graph, Part 2

    July 19, 2017

    Co-authors: Vivek Nelamangala and Val Markovic Editor’s note: In Part 1 of this series, we talked about how we built the Activity...