artificial intelligence Articles

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    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...

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    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.,...

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    An update on Responsible AI at LinkedIn

    May 24, 2021

    Co-authors: Parvez Ahammad, Kinjal Basu, Shaunak Chatterjee, Sakshi Jain, Ryan Rogers, and Guillaume Saint-Jacques At LinkedIn, our...

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    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...

  • 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,...