artificial intelligence 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-that-says-introducing-the-linkedin-scholars-program-partnering-with-academia-to-solve-real-world-business-challenges

    Introducing the LinkedIn Scholars Program: Partnering with academia to solve real-world business challenges

    May 12, 2022

    At LinkedIn, our engineering teams are constantly working to keep the company at the cutting edge of innovation to deliver value for our members and customers. We recognize that many innovations are happening within academia and partnering more closely with them will strengthen our ability to research, ideate and accelerate the value we are able to deliver 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....

  • image-that-says-supporting-innovation-in-ai-research-partnering-with-the-cornell-ann-s-bowers-college-of-computing-and-information-science-bowers-CIS)

    Supporting innovation in AI research: Partnering with the...

    March 23, 2022

    One of my favorite proverbs is 'if you want to go fast, go alone; if you want to go far, go together'. This couldn't be more true,...

  • 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...