relevance Articles

  • resumeassistant6

    Resume Assistant: Finding High-Quality Work Experience Examples

    August 31, 2018

    The Microsoft acquisition of LinkedIn brought many opportunities for combining technologies to do something new and useful. One such endeavor is the Resume Assistant, designed to help people write better resumes. In our Part 1 blog on Resume Assistant, we shared the engineering and design challenges we faced during the product creation and how we solved them...

  • 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...

  • 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...

    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...

  • 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...

  • 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...