machine learning Articles

  • image-of-pro-ml-workspace-at-linkedin

    One-stop MLOps portal at LinkedIn

    May 19, 2022

    Co-authors: Eing Ong, Shannon Bain, and Daniel Qiu What is MLOps? Before we dive into our MLOps portal, let’s begin by defining MLOps (Machine Learning Operations). MLOps is about continuously running ML correctly by managing the full lifecycle (developing, improving, and maintaining) for AI models. A structured and methodical approach that starts at problem...

  • 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...

    April 6, 2022

    Co-authors: Jilei Yang, Parvez Ahammmad, Fangfang Tan, Rodrigo Aramayo, Suvendu Jena, Jessica Li At LinkedIn, we have the opportunity...

  • 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...