machine learning Articles

  • isolation-tree

    Detecting and Preventing Abuse on LinkedIn Using Isolation Forests

    August 13, 2019

    The Anti-Abuse AI Team at LinkedIn creates, deploys, and maintains models that detect and prevent various types of abuse, including the creation of fake accounts, member profile scraping, automated spam, and account takeovers. There are several unique challenges we face when using machine learning to prevent abuse on a large professional network, including:...

  • 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...

  • FollowFeed-architecture

    Community-Focused Feed Optimization

    June 25, 2019

    Co-authors: Ali Mohamed and Zheng Li   LinkedIn’s feed stands at the center of building global professional knowledge-sharing communities for our members. Members talk about their career stories, job openings, and ideas in a variety of formats, including links, video, text, images, documents, and long-form articles. Members participate in conversations in two...

  • results-graph-image

    Understanding Network Quality: The Rise of Customized...

    June 10, 2019

    “Make LinkedIn feel instantaneous” is a mantra our performance team lives by to deliver the best possible experience to our members....

  • machine-learning-workflow

    Driving Business Decisions Using Data Science and Machine...

    May 2, 2019

    Co-authors: Burcu Baran, Xiaojing Dong, Chi-Yi Kuan, Emily Huang, and Tiger Zhang   At LinkedIn, we have more than 630M members, 30M...

  • intent-classifier-illustration

    How Natural Language Processing Helps LinkedIn Members Get ...

    April 30, 2019

    As members explore the many products of LinkedIn, including the feed, homepage, Learning, Recruiter, and Sales Navigator, to name a...