machine learning Articles

  • diagram-of-how-tony-works-with-horovod

    TonY joins LF AI & Data Foundation

    July 15, 2021

    Co-authors: Keqiu Hu, Jonathan Hung, and Junfan Zhang Today, TonY is joining the LF AI & Data Foundation, an umbrella foundation of the Linux Foundation supporting open source innovation in artificial intelligence, machine learning, and deep learning. “We’re thrilled to welcome TonY into incubation in LF AI & Data. The project offers functionalities that are not...

  • image-shows-graph-of-feature-drift-of-output-variable

    Model health assurance platform at LinkedIn

    July 13, 2021

    Co-authors: Rajeev Kumar, Dhritiman Das, Saatwik Nagpal, Shubham Gupta, and Vikram Singh At LinkedIn, we leverage AI to provide a world-class product experience to our customers and members. Over the last two years, we moved to a centralized ML platform called Pro-ML, which now hosts hundreds of AI models running in production. The goal of Pro-ML is to...

  • 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 (...

  • greykite-logo

    Greykite: A flexible, intuitive, and fast forecasting...

    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...

  • 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...