machine learning Articles

  • intent-classifier-illustration

    How Natural Language Processing Helps LinkedIn Members Get Support Easily

    April 30, 2019

    As members explore the many products of LinkedIn, including the feed, homepage, Learning, Recruiter, and Sales Navigator, to name a few, they often experience new exciting features, which, from time to time, may lead to questions around use. To help our members and deliver the assistance they need, we use deep learning-powered Natural Language Processing (NLP)...

  • talentai1

    The AI Behind LinkedIn Recruiter Search and Recommendation Systems

    April 22, 2019

    Co-authors: Qi Guo, Sahin Cem Geyik, Cagri Ozcaglar, Ketan Thakkar, Nadeem Anjum, and Krishnaram Kenthapadi   LinkedIn Talent Solutions serves as a marketplace for employers to reach out to potential candidates and for job seekers to find career opportunities. A key mechanism to help achieve these goals is the LinkedIn Recruiter product, which helps recruiters...

  • avro1

    Avro2TF: An Open Source Feature Transformation Engine for TensorFlow

    April 4, 2019

    Co-authors: Xuhong Zhang, Chenya Zhang, and Yiming Ma   Today, we are announcing a new open source project called Avro2TF. This project provides a scalable Spark-based mechanism to efficiently convert data into a format that can be readily consumed by TensorFlow. With this technology, developers can improve productivity by focusing on building models rather than...

  • jobsai1

    Learning Hiring Preferences: The AI Behind LinkedIn Jobs

    February 12, 2019

    Co-authors: Benjamin McCann and Nadeem Anjum   Last June, we introduced Recommended Matches: candidate recommendations for your open...

  • proml1

    Scaling Machine Learning Productivity at LinkedIn

    January 3, 2019

    Co-authors: Joel Young, Bee-Chung Chen, Bo Long, Marius Seritan, and Priyanka Gariba   The rate at which artificial intelligence (AI)...

  • salaryproduct1

    Using Economic Graph Data to Power the LinkedIn Salary...

    December 14, 2018

    Co-authors: Xi Chen, Yiqun Liu, Liang Zhang, and Krishnaram Kenthapadi Online professional social networks and job platforms, such as...