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mlmentorship

Book V · Chapter 5

ML platforms and operations

Version data and models, then design serving, monitoring, budget, and freshness as one operating system.

Priority
Core
Difficulty
Advanced
Useful for
MLE, AS, RE
Interview rounds
ML system design

Chapter contents

6 entries · read in order
  1. 01
    ML data lineage, versioning, and reproducibility
    Concept
  2. 02
    Design a feature store from scratch
    Question
  3. 03
    Design ML monitoring
    Question
  4. 04
    Design a multi-team ML platform
    Question
  5. 05
    Design an ML system under a fixed serving budget
    Question
  6. 06
    Design real-time personalization
    Question