relevance Articles

  • an-illustration-showing-the-new-multi-task-setup

    Homepage feed multi-task learning using TensorFlow

    June 3, 2021

    Co-authors: Ian Ackerman and Saurabh Kataria Editor’s Note: Multi-objective optimization (MOO) is used for many products at LinkedIn (such as the homepage feed) to help balance different behaviors in our ecosystem. There are two parts to how we work with multiple objectives: the first is about training high-fidelity models to predict member behavior (e.g.,...

  • title-card

    Helping members discover communities around interests

    September 17, 2020

    Co-authors: Chiachi Lo, Bohong Zhao, and Elina Lin When we launched a major redesign of LinkedIn’s mobile application and desktop web experiences a few years back, we focused the My Network tab to help professionals connect with each other on LinkedIn through our People You May Know feature. Over time, we realized there was much more we could do to help our 706M...

  • qualified-applicant-model-design-

    Quality matches via personalized AI for hirer and seeker preferences

    July 30, 2020

    Co-authors: Konstantin Salomatin, Kirill Talanine, Barış Özmen, Gungor Polatkan, Linda Fayad, Arjun Kulothungun, and Deepak Kumar Our vision at LinkedIn is to create economic opportunity for every member of the global workforce. Key to achieving this is making the marketplace between job seekers and hirers more efficient. Active job seekers apply for many jobs,...

  • diagram-showing-the-linear-classifier

    A closer look at the AI behind course recommendations on...

    July 1, 2020

    Co-authors: Sneha Chaudhari, Mahesh Joshi, and Gungor Polatkan In part 1 of this series, we shared a high-level overview of our course...

  • linkedin-learning-homepage

    A closer look at the AI behind course recommendations on...

    June 17, 2020

    Co-authors: Sneha Chaudhari, Mahesh Joshi, and Gungor Polatkan LinkedIn Learning is a platform where LinkedIn members have the...

  • graph-showing-x-axis-dwell-time-y-axis-probability

    Understanding dwell time to improve LinkedIn feed ranking

    May 12, 2020

    Co-authors: Siddharth Dangi, Johnson Jia, Manas Somaiya, and Ying Xuan The LinkedIn feed is the cornerstone of the member experience....