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GlossaryAI InfrastructureFeature Stores

Feature Stores

[ˈfiːtʃər stɔrz]
AI Infrastructure
Last updated: December 9, 2024

Definition

Centralized repositories for storing managing and serving ML features.

Detailed Explanation

Systems for managing feature computation storage and serving in production ML systems. Includes feature versioning computation scheduling caching and access control. Ensures consistency between training and serving features.

Use Cases

Feature management systems Real-time feature serving Training data preparation Feature computation pipelines

Related Terms

AI Democratization

The process of making AI technology accessible to a broader range of users and organizations.

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Model Deployment

The process of making machine learning models available for use in a production environment.

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Authorization

The process of determining what actions resources or data an authenticated entity is allowed to access or modify.

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