Book V · Chapter 5
ML platforms and operations
Version data and models, then design serving, monitoring, budget, and freshness as one operating system.
Chapter contents
6 entries · read in order- 01 ML data lineage, versioning, and reproducibility✓ Concept
- 02 Design a feature store from scratch✓ Question
- 03 Design ML monitoring✓ Question
- 04 Design a multi-team ML platform✓ Question
- 05 Design an ML system under a fixed serving budget✓ Question
- 06 Design real-time personalization✓ Question