Feature Store for Machine Learning - MLOps

Published: 17 April 2021
on channel: AIEngineering
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#datascience #machinelearning #featurestore

A feature store is a centralized repository for sharing all available features across the organization

Feature store allows one to

Share features efficiently and consistently

Reduce training deployment skew by keeping feature values consistent between training and serving

Feast is an open source feature store that helps you serve features in production. Feast automates the process of loading and serving features in an online feature store, and ensures your models in production have a consistent view of feature data.

Feast can run on Spark on k8s, on cloud platforms and also as standalone


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