machine learning Articles

  • image-of-model-for-activity-embedding

    Improving job matching with machine-learned activity features

    May 11, 2022

    Co-Authors: Alex Tsun, Bo Ling, Nikita Zhiltsov, Declan Boyd, Benjamin Le, Aman Grover, and Daniel Hewlett Introduction One major goal of the LinkedIn Talent Solutions team is to match job seekers and job posters, leading to mutually beneficial outcomes. A service that any LinkedIn member can use is JYMBII (Jobs You May Be Interested In), which uses information...

  • image-of-a-feather

    Open sourcing Feathr – LinkedIn’s feature store for productive machine learning

    April 12, 2022

    We are open sourcing Feathr – the feature store we built to simplify machine learning (ML) feature management and improve developer productivity. At LinkedIn, dozens of applications use Feathr to define features, compute them for training, deploy them in production, and share them across teams. With Feathr, users reported significantly reduced time required to...

  • The journey to build an explainable AI-driven recommendation system to help scale sales efficiency across LinkedIn

    April 6, 2022

    Co-authors: Jilei Yang, Parvez Ahammmad, Fangfang Tan, Rodrigo Aramayo, Suvendu Jena, Jessica Li At LinkedIn, we have the opportunity to work with many different types of customers with varying business needs. From multinational corporations to small businesses, technology plays such a critical role in how we enable our sales teams to support our customers....

  • graph-of-fast-tree-shap-version-comparison

    FastTreeSHAP: Accelerating SHAP value computation for trees

    March 15, 2022

    Co-authors: Jilei Yang, Humberto Gonzalez, Parvez Ahammad In this blog post, we introduce and announce the open sourcing of the...

  • an-example-for-using-the-member-connection-graph-for-a-job-recommendation-task

    Performance-Adaptive Sampling Strategy (PASS) for GNNs:...

    March 7, 2022

    Co-authors: Jaewon Yang, Minji Yoon, Sufeng Niu, Dash Shi, and Qi He Graphs are a universal way to represent relationships among...

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

    Completing a member knowledge graph with Graph Neural...

    December 1, 2021

    Co-authors: Jaewon Yang, Jiatong Chen, and Yanen Li Introduction LinkedIn members are able to enrich their profiles with information...