artificial intelligence Articles

  • diagram-of-training-with-self-supervision

    Completing a member knowledge graph with Graph Neural Networks

    December 1, 2021

    Co-authors: Jaewon Yang, Jiatong Chen, and Yanen Li Introduction LinkedIn members are able to enrich their profiles with information about themselves, like professional history, education, skills, and so on. From members’ inputs, we use AI models to extract their profile attributes or profile entities. This process is called Standardization and Knowledge Graph...

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    How our AI is helping members navigate the Great Reshuffle

    October 27, 2021

    Co-authors: Liangjie Hong, Alexandre Patry, Benjamin Le, and Fei Chen Spurred on by the COVID-19 pandemic and the many changes it has brought, we’re currently in the midst of what we’re calling the Great Reshuffle: a period of transitions in which people are rethinking why and how they work. Nearly 90% of professionals say that the pandemic caused them to...

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    Our approach to building transparent and explainable AI systems

    October 7, 2021

    Co-authors: Parvez Ahammad, Kinjal Basu, Yazhou Cao, Shaunak Chatterjee, David Durfee, Sakshi Jain, Nihar Mehta, Varun Mithal, and Jilei Yang Delivering the best member and customer experiences with a focus on trust is core to everything that we do at LinkedIn. As we continue to build on our Responsible AI program that we recently outlined three months ago, a...

  •  encoded-activity-sequence-showing-requests-made-by-a-member-that-was-not-using-abusive-automation

    Using deep learning to detect abusive sequences of member...

    September 2, 2021

    Co-authors: James Verbus and Beibei Wang The Anti-Abuse AI Team at LinkedIn creates, deploys, and maintains models that detect and...

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    Lambda Learner: Nearline learning on data streams

    August 11, 2021

    Co-authors: Kirill Talanine, Jeffrey D. Gee, Rohan Ramanath, Konstantin Salomatin, Gungor Polatkan, Onkar Dalal, and Deepak Kumar...

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    DuaLip: Solving extreme-scale linear programs for web...

    August 6, 2021

    Co-authors: Kinjal Basu, Yao Pan, Rohan Ramanath, Konstantin Salomatin, Amol Ghoting, and S. Sathiya Keerthi Building thriving...