relevance Articles

  • concourse-1

    Concourse: Generating Personalized Content Notifications in Near-Real-Time

    May 25, 2018

    Co-authors: Vivek Nelamangala and PJ Xiao   Introduction to Notifications Social media are computer-mediated platforms that facilitate creation and sharing of information, ideas, career interests, and other forms of expression via virtual communities and networks. In the last few years, notifications have been proven to be the mainstay for surfacing social media...

  • 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...

  • searchfederation1

    Search Federation Architecture at LinkedIn

    March 14, 2018

    Co-authors: Yi Shen, Claire Liu, and Ali Mohamed Introduction: A brief history of Search Federation at LinkedIn Almost every part of LinkedIn contains data that needs to be discoverable by our members or customers. Use cases range from a member looking up a news article posted by someone in their network to a recruiter looking for candidates on the platform. One...

  • atc-1

    Air Traffic Controller: Member-First Notifications at...

    March 1, 2018

    Co-authors: Changji Shi and Adriel Fuad LinkedIn’s mission is to connect the world's professionals to make them more productive and...

  • feature-image-3

    Trends in AI for Online Education: Recommending...

    January 25, 2018

    Editor’s Note: Shivani Rao is a Senior Applied Researcher on the LinkedIn Learning Relevance team, where she works on applications of...

  • salary1

    The Statistical Modeling System Powering LinkedIn Salary

    December 19, 2017

    Co-authors: Krishnaram Kenthapadi, Stuart Ambler, Xi Chen, Yiqun Liu, Liang Zhang, and Deepak Agarwal Introduction For most job...