Ji Yan

Posts by Ji Yan

  • Extracting skills from content to fuel the LinkedIn Skills Graph

    December 13, 2023

    Co-authors: Sofus Macskassy, Lu Sun, Di Zhou, Rui Kou and Zhuliu Li Skills are at the heart of every professional's qualifications for a role or new opportunity. At LinkedIn, we see a future where the world of work is centered on a skills-first economy. Adopting a skills-first approach will be especially critical as the requirements for roles, businesses, and...

  • Flowchart-showing-Model-architecture-of-cross-domain-member-company-model

    Applying multitask learning to AI models at LinkedIn

    August 19, 2022

    Co-authors: Ji Yan, Sen Zhou, Dansong Zhang, Anastasiya Karpovich Introduction Multitask learning, a subfield of machine learning, aims to accomplish multiple learning tasks at the same time by exploiting commonalities and differences across tasks. Traditionally, engineers have built separate AI models to accomplish each task at hand. While this allows a simple...