machine learning Articles

  • FollowFeed-architecture

    Community-Focused Feed Optimization

    June 25, 2019

    Co-authors: Ali Mohamed and Zheng Li   LinkedIn’s feed stands at the center of building global professional knowledge-sharing communities for our members. Members talk about their career stories, job openings, and ideas in a variety of formats, including links, video, text, images, documents, and long-form articles. Members participate in conversations in two...

  • results-graph-image

    Understanding Network Quality: The Rise of Customized Content Delivery

    June 10, 2019

    “Make LinkedIn feel instantaneous” is a mantra our performance team lives by to deliver the best possible experience to our members. We are constantly on the lookout for ways to improve our site speed and user experience, be it through optimizing our infrastructure and edge, accelerating our web and mobile applications’ performance, or tuning our systems and...

  • machine-learning-workflow

    Driving Business Decisions Using Data Science and Machine Learning

    May 2, 2019

    Co-authors: Burcu Baran, Xiaojing Dong, Chi-Yi Kuan, Emily Huang, and Tiger Zhang   At LinkedIn, we have more than 630M members, 30M companies, and 90K schools on our platform. As the largest professional network, LinkedIn transforms companies by changing the way they hire, market, sell, and work. Members use LinkedIn to connect with other professionals, expand...

  • intent-classifier-illustration

    How Natural Language Processing Helps LinkedIn Members Get ...

    April 30, 2019

    As members explore the many products of LinkedIn, including the feed, homepage, Learning, Recruiter, and Sales Navigator, to name a...

  • talentai1

    The AI Behind LinkedIn Recruiter Search and Recommendation ...

    April 22, 2019

    Co-authors: Qi Guo, Sahin Cem Geyik, Cagri Ozcaglar, Ketan Thakkar, Nadeem Anjum, and Krishnaram Kenthapadi   LinkedIn Talent...

  • avro1

    Avro2TF: An Open Source Feature Transformation Engine for...

    April 4, 2019

    Co-authors: Xuhong Zhang, Chenya Zhang, and Yiming Ma   Today, we are announcing a new open source project called Avro2TF. This...