Feature Stores
Data Science
A centralized repository for storing and managing features for machine learning.
Detailed Explanation
A Feature Store is a centralized platform that stores, manages, and serves features used in machine learning models. It ensures consistency, reusability, and efficiency by providing a unified repository of preprocessed and engineered features, enabling seamless sharing across teams and models, and facilitating real-time or batch feature retrieval for improved model performance and scalability.
Use Cases
- •Use case: Streamlines feature sharing across teams, ensuring consistent inputs for ML models, improving training efficiency, and enabling real-time predictions.
Related Terms
Other terms in the Data Science category