machine learning Articles

  • 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 LinkedIn, celebrating the group’s 17-month anniversary   Co-authors: Qi He and Jaewon Yang   For the past 17 months, a group of roughly 20 people of different ages, genders, and backgrounds have been meeting every Friday in...

  • 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’s goal of creating economic opportunity for every member of the global workforce and by a keen interest from our customers in making sure that they are able to source diverse talent, we have adopted a “diversity by design”...

  • 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...

  • tony1.jpg

    Open Sourcing TonY: Native Support of TensorFlow on Hadoop

    September 12, 2018

    Co-authors: Jonathan Hung, Keqiu Hu, and Anthony Hsu LinkedIn heavily relies on artificial intelligence to deliver content and create...

  • fakeaccounts1

    Automated Fake Account Detection at LinkedIn

    September 12, 2018

    To maintain a safe and trusted professional community on LinkedIn, we require that every LinkedIn profile must uniquely represent a...