Building a Cloud Native Feature Store with Feast on Kubeflow
Offered By: CNCF [Cloud Native Computing Foundation] via YouTube
Course Description
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]
Related Courses
Scaling Data and ML with Apache Spark and Feast - Feature Engineering for ProductionDatabricks via YouTube An AI Engineer Technical Guide to Feature Store with FEAST
Prodramp via YouTube Integrating High Performance Feature Stores with KServe Model Serving
Linux Foundation via YouTube The Challenges of Deploying Real-time AI for Finance and How Open Source Can Help
Linux Foundation via YouTube Integrating Feast Online Feature Store with KFServing
Linux Foundation via YouTube