machine learning Articles

  • lambda-learner-logo

    Lambda Learner: Nearline learning on data streams

    August 11, 2021

    Co-authors: Kirill Talanine, Jeffrey D. Gee, Rohan Ramanath, Konstantin Salomatin, Gungor Polatkan, Onkar Dalal, and Deepak Kumar Introduction A common challenge for production machine learning systems is reacting to change. The world can change quickly, particularly on a social network. This can range from sweeping changes at the scale of the whole economy...

  • new-dualip-project-logo

    DuaLip: Solving extreme-scale linear programs for web applications

    August 6, 2021

    Co-authors: Kinjal Basu, Yao Pan, Rohan Ramanath, Konstantin Salomatin, Amol Ghoting, and S. Sathiya Keerthi Building thriving internet or web products requires optimizing for multiple business metrics. In many applications, these business metrics can move in conflicting directions, and delicately balancing these tradeoffs can be vital for the success of a...

  • example-screenshot-of-people-you-may-know-feature

    Optimizing People You May Know (PYMK) for equity in network creation

    August 5, 2021

    Co-authors: Qiannan Yin, Yan Wang, Divya Venugopalan, Cyrus Diciccio, Heloise Logan, Preetam Nandy, Kinjal Basu, and Albert Cui LinkedIn’s mission is to be a place that is focused on creating economic opportunity and driving more equitable outcomes for every member of the global workforce. A key part of that mission is enabling people to connect with each other...

  • 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...

  • 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...

  • 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...