artificial intelligence Articles

  • dark-cluster-architecture-diagram

    Production testing with dark canaries

    September 10, 2020

    The internet software industry has moved away from long development cycles and dedicated quality assurance (QA) stages, toward a fast-paced continuous-integration/continuous-delivery (CI/CD) pipeline, where new code is quickly written, committed, and pushed to user-facing applications and services. Doing so has dramatically increased iteration speeds, and at...

  • Addressing-bias-in-large-scale-AI-applications-with-lift

    Addressing bias in large-scale AI applications: The LinkedIn Fairness Toolkit

    August 25, 2020

    Co-authors: Sriram Vasudevan, Cyrus DiCiccio, and Kinjal Basu At LinkedIn, our imperative is to create economic opportunity for every member of the global workforce, something that would be impossible to accomplish without leveraging AI at scale. We help members and customers make decisions by providing them with the most relevant insights based on the available...

  • diagram-showing-the-scoring-models-for-detecting-harassment

    The technology behind fighting harassment on LinkedIn

    August 12, 2020

    Co-authors: Grace Tang, Pavan K. Ganganahalli Marulappa, Montinee Khunvirojpanich, and Ting Chen LinkedIn is an active professional community where our members come to stay informed, build meaningful relationships, and find a job. In order for members to confidently engage in this community, they have to feel safe. This sense of safety is at risk when spam,...

  • qualified-applicant-model-design-

    Quality matches via personalized AI for hirer and seeker...

    July 30, 2020

    Co-authors: Konstantin Salomatin, Kirill Talanine, Barış Özmen, Gungor Polatkan, Linda Fayad, Arjun Kulothungun, and Deepak Kumar Our...

  • detext-title-card

    DeText: A deep NLP framework for intelligent text...

    July 28, 2020

    Co-authors: Weiwei Guo, Xiaowei Liu, Sida Wang, Huiji Gao, and Bo Long Natural language processing (NLP) technologies are widely...

  • 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...