Feature Store

advanced
ai & ml

Definition

Centralized repository for storing, managing, and serving machine learning features for consistent use across training and production. Like a shared ingredient pantry that ensures everyone uses the same quality ingredients.

Real-World Example

A feature store ensures that the 'customer lifetime value' calculation used during model training is identical to what's used when making predictions.

Frequently Asked Questions

What is Feature Store?

Centralized repository for storing, managing, and serving machine learning features for consistent use across training and production. Like a shared ingredient pantry that ensures everyone uses the same quality ingredients.

How is Feature Store used in cloud computing?

A feature store ensures that the 'customer lifetime value' calculation used during model training is identical to what's used when making predictions.

What are related terms to Feature Store?

Related concepts include Feature Engineering, MLOps, Machine Learning. Understanding these connections helps build a comprehensive knowledge of cloud computing concepts.

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