Developer Productivity Articles

  • image-of-pro-ml-workspace-at-linkedin

    One-stop MLOps portal at LinkedIn

    May 19, 2022

    Co-authors: Eing Ong, Shannon Bain, and Daniel Qiu What is MLOps? Before we dive into our MLOps portal, let’s begin by defining MLOps (Machine Learning Operations). MLOps is about continuously running ML correctly by managing the full lifecycle (developing, improving, and maintaining) for AI models. A structured and methodical approach that starts at problem...

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    Open sourcing Feathr – LinkedIn’s feature store for productive machine learning

    April 12, 2022

    We are open sourcing Feathr – the feature store we built to simplify machine learning (ML) feature management and improve developer productivity. At LinkedIn, dozens of applications use Feathr to define features, compute them for training, deploy them in production, and share them across teams. With Feathr, users reported significantly reduced time required to...

  • remote-development-architecture

    Building in the cloud with remote development

    November 4, 2021

    Co-authors: Shivani Pai Kasturi and Swati Gambhir Imagine developing on your laptop, but with the computing power of the cloud! Here at LinkedIn, we were successfully able to reduce the initial setup and build times from 10-30 minutes to just 10 seconds for most of our products with a new remote development experience. In this post, we’ll describe our journey to...

  • 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...

  • linkedin-search-ecosystem-architecture-showing-frontend-mid-tier-and-backend

    Building a more intuitive and streamlined search experience

    April 22, 2021

    Co-authors: Rashmi Jain and Sonali Bhadra Search on LinkedIn is an essential part of our members’ experience, with more than 44% of...

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    How LinkedIn turned to real-time feedback for developer...

    January 12, 2021

    Over the last year, we have been using real-time feedback to evolve our tooling and provide a more productive experience for...