Feed Personalization Articles

  • creatoroptimization1

    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 Cognitive Services to Keep Inappropriate Content Off Our Sites

    July 30, 2018

    In a previous blog post, we described how a combination of human and machine intelligence keeps LinkedIn’s feed professionally relevant. In this post, we’ll go into more detail about how we have enabled two-way integration between Content Moderator, a Microsoft Cognitive Service running on Azure, and LinkedIn's Universal Content Filtering (UCF) platform to...

  • linkedin-feed-AI-1

    A Look Behind the AI that Powers LinkedIn’s Feed: Sifting through Billions of Conversations to Create Personalized News Feeds for Hundreds of Millions of Members

    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 them more productive and successful. The LinkedIn Feed stands at the center of this global professional community: a place for our members to discover and join the conversations that are happening among their connections, taking...

  • 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...

  • activitygraph1

    Building the Activity Graph, Part I

    June 12, 2017

    Co-authors: Val Markovic and Vivek Nelamangala Serving a feed of relevant, personalized content to 500 million members is a massive...

  • feedrelevance

    Strategies for Keeping the LinkedIn Feed Relevant

    March 23, 2017

    Co-authors: Rushi Bhatt and Bari Saltman LinkedIn’s home feed is the starting point of a member’s journey on LinkedIn. Millions of...