Feathr: An Enterprise-Grade, High Performance Feature Store
David and Xiaoyong will cover the background of Feathr, its core concepts and design, and their journey on scaling an enterprise FS.
David and Xiaoyong will cover the background of Feathr, its core concepts and design, and their journey on scaling an enterprise FS.
Feathr is the open-source feature store we built at LinkedIn to simplify machine learning (ML) feature management and improve developer productivity. At LinkedIn, dozens of ML applications use Feathr to define features, compute them for training, deploy them in production, and share them across teams. Feathr has advanced support for feature transformation and aggregation, and we’ve been using it in production for over 5 years. In this talk, we will cover the background of Feathr, its core concepts and design, and our journey on scaling an enterprise feature store for LinkedIn’s workloads. We’ll also share a demo of how members of the open source community can get started using Feathr on Azure.
