machine learning Articles

  • jobsai1

    Learning Hiring Preferences: The AI Behind LinkedIn Jobs

    February 12, 2019

    Co-authors: Benjamin McCann and Nadeem Anjum   Last June, we introduced Recommended Matches: candidate recommendations for your open job posting that get more targeted over time based on your feedback. We're now rolling out this feature globally alongside an updated version of the algorithm powering it. This new algorithm, which is used throughout the Jobs...

  • proml1

    Scaling Machine Learning Productivity at LinkedIn

    January 3, 2019

    Co-authors: Joel Young, Bee-Chung Chen, Bo Long, Marius Seritan, and Priyanka Gariba   The rate at which artificial intelligence (AI) knowledge is being disseminated and the rate of change in applied AI technologies show no signs of slowing down. Today’s software engineers are increasingly learning machine learning (ML) strategies as undergraduate students, and...

  • salaryproduct1

    Using Economic Graph Data to Power the LinkedIn Salary Product

    December 14, 2018

    Co-authors: Xi Chen, Yiqun Liu, Liang Zhang, and Krishnaram Kenthapadi Online professional social networks and job platforms, such as LinkedIn, play a key role in ensuring an efficient labor marketplace by connecting talent (job seekers) with opportunities (jobs). Studies show that salary is an important factor when looking for new opportunities, but salary...

  • readinggroup1

    Lessons from 1.5 Years of our AI & Data Reading Group

    December 3, 2018

    Group photo of the reading group for Data Standardization, Knowledge Graphs, Natural Language Understanding, and Conversational AI at...

  • talentsearch3

    Building Representative Talent Search at LinkedIn

    October 10, 2018

    Co-authors: Sahin Cem Geyik and Krishnaram Kenthapadi   Introduction: Building products that create opportunity Motivated by LinkedIn’...

  • ai3

    An Introduction to AI at LinkedIn

    October 9, 2018

    Editor’s note: The use of AI in LinkedIn products has been the subject of multiple press articles and research papers (some...