relevance Articles

  • 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 LinkedIn

    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 successful. Notifications are a powerful way to realize this mission by helping members never miss a conversation or opportunity that matters to them, whether that’s recommendations on jobs, a daily rundown of trending news, or...

  • feature-image-3

    Trends in AI for Online Education: Recommending Micro-Content for Micro-Learning

    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 recommendation systems to online learning. She recently spoke at the RE•WORK Women in Machine Intelligence Dinner in San Francisco on the topic of micro-learning and other emerging trends in applied AI in the field of online...

  • 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...

  • smart-replies-feature

    Building Smart Replies for Member Messages

    October 24, 2017

    Primary authors: Jeff Pasternack (Machine Learning), Nimesh Chakravarthi (Product Engineering) Coauthors: Adam Leon, Nandeesh...

  • commentrelevance1

    Serving Top Comments in Professional Social Networks

    September 20, 2017

    Co-authors: Divye Kapoor, Zheng Li, and Pujita Mathur Introduction As a professional social network serving more than 500 million...