research Articles

  • high-level-system-architecture

    Fairness, Privacy, and Transparency by Design in AI/ML Systems

    July 26, 2019

    Co-authors: Stuart Ambler, Ahsan Chudhary, Mark Dietz, Sahin Cem Geyik, Krishnaram Kenthapadi, Ian Koeppe, Varun Mithal, Guillaume Saint-Jacques, Amir Sepehri, Thanh Tran, and Sriram Vasudevan Editor’s note: A shorter version of this article was originally posted by Krishnaram Kenthapadi on LinkedIn. Introduction How do we take fairness and transparency into...

  • talentai1

    The AI Behind LinkedIn Recruiter Search and Recommendation Systems

    April 22, 2019

    Co-authors: Qi Guo, Sahin Cem Geyik, Cagri Ozcaglar, Ketan Thakkar, Nadeem Anjum, and Krishnaram Kenthapadi   LinkedIn Talent Solutions serves as a marketplace for employers to reach out to potential candidates and for job seekers to find career opportunities. A key mechanism to help achieve these goals is the LinkedIn Recruiter product, which helps recruiters...

  • privacypreserving1

    Privacy-Preserving Analytics and Reporting at LinkedIn

    April 10, 2019

    Co-authors: Krishnaram Kenthapadi, Thanh Tran, Mark Dietz, and Ian Koeppe Preserving privacy of users is a key requirement of web-scale data mining applications and systems such as web search, recommender systems, crowdsourced platforms, and analytics applications. With the growing appreciation of the impact of data breaches and comprehensive data regulations,...

  • salaryproduct1

    Using Economic Graph Data to Power the LinkedIn Salary...

    December 14, 2018

    Co-authors: Xi Chen, Yiqun Liu, Liang Zhang, and Krishnaram Kenthapadi Online professional social networks and job platforms, such as...

  • 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’...