Building a Cloud Native Feature Store with Feast on Kubeflow
CNCF [Cloud Native Computing Foundation] via YouTube
Overview
Explore the challenges in feature engineering for machine learning systems and learn how Feast, an open-source feature store, addresses them in this conference talk. Discover how Feast, co-developed by Gojek and Google Cloud, enables storage, management, access, validation, and reuse of ML features across organizations. Gain insights into the cloud-native architecture of Feast and its integration with Kubeflow. Understand the key operational challenges in productionizing features for both small teams and large organizations, and how Feast helps solve them. Presented by Willem Pienaar and Oleksii Moskalenko from Gojek at KubeCon + CloudNativeCon Europe 2021 Virtual, this 32-minute talk offers valuable knowledge for developers and end-users of Kubernetes, Prometheus, Envoy, and other CNCF-hosted projects.
Syllabus
Building a Cloud Native Feature Store with Feast on Kubeflow - Willem Pienaar & Oleksii Moskalenko
Taught by
CNCF [Cloud Native Computing Foundation]