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GlossaryData ScienceFeature Store

Feature Store

[ˈfiːtʃə stɔː]
Data Science
Last updated: December 9, 2024

Definition

A centralized repository for storing and managing features for machine learning.

Detailed Explanation

Feature stores manage the entire lifecycle of machine learning features including storage access and versioning. They provide capabilities for feature sharing reuse and consistent feature computation across training and serving environments.

Use Cases

1. ML model deployment 2. Feature sharing 3. Online prediction 4. A/B testing

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