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Feature Stores

Centralized feature management for ML systems.

Course Duration: 6 hours​

What You'll Learn​

  • Feature store concepts
  • Feast framework
  • Online vs offline stores
  • Feature serving
  • Feature versioning
  • Production patterns

Prerequisites​

  • ML experience
  • Data engineering basics

Course Modules​

  1. Introduction to Feature Stores
  2. Why Feature Stores Matter
  3. Feast Installation
  4. Defining Feature Views
  5. Offline Store (BigQuery, Redshift)
  6. Online Store (Redis, DynamoDB)
  7. Feature Materialization
  8. Point-in-Time Joins
  9. Feature Serving
  10. Feature Monitoring
  11. Tecton Overview
  12. Project: Build a Feature Store

Tools Covered​

  • Feast
  • Tecton
  • Databricks Feature Store