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Machine Learning System Design
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Module 3
Feature Stores and Engineering at Scale
1
Feature Store Architecture and Components
Describe the architecture and core components of a feature store (offline, online, registry).
2
Feature Computation Data Flows: Online vs. Offline
Design data flows for feature computation, distinguishing between online and offline contexts.
Preventing Training-Serving Skew in Feature Pipelines
Design strategies to prevent training-serving skew in feature pipelines.
4
Feature Management System Design
Design a system for managing feature freshness, backfilling, and lifecycle in production.
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