machine learning Articles

  • illustration-of-ai-based-four-step-approach-for-helping-members-realize-increased-value

    Helping members connect to opportunity through AI

    July 1, 2021

    Co-authors: Rupesh Gupta and Lingjie Weng LinkedIn’s mission is to connect the world’s professionals to make them more productive and successful. Becoming more productive and successful is a lifelong journey. In this journey, members leverage LinkedIn in different ways, such as to build their professional networks, learn new skills, showcase their profiles, find...

  • 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.,...

  • greykite-logo

    Greykite: A flexible, intuitive, and fast forecasting library

    May 13, 2021

    Co-authors: Reza Hosseini, Albert Chen, Kaixu Yang, Sayan Patra, Rachit Arora, and Parvez Ahammad In this blog post, we introduce the Greykite library, an open source Python library developed to support LinkedIn’s forecasting needs. Its main forecasting algorithm, called Silverkite, is fast, accurate, and intuitive, making it suitable for interactive and...

  • diagram-showing-cycle-of-bias-reinforcement-over-time

    Using the LinkedIn Fairness Toolkit in large-scale AI...

    February 8, 2021

    Co-authors: Preetam Nandy, Yunsong Meng, Cyrus DiCiccio, Heloise Logan, Amir Sepehri, Divya Venugopalan, Kinjal Basu, and Noureddine...

  • gif-showing-smarg-arg-coding-in-action

    Smart Argument Suite: Seamlessly connecting Python jobs

    January 25, 2021

    Co-authors: Jun Jia and Alice Wu Introduction It’s a very common scenario that an AI solution involves composing different jobs, such...

  • open-sourcing-dagli-for-faster-and-easier-machine-learning

    Dagli: Faster and easier machine learning on the JVM,...

    November 10, 2020

    In recent years, we’ve been fortunate to see a growing number of excellent machine learning tools, such as TensorFlow, PyTorch,...