GateXAIML / Recommended Books

DevOps and MLOps

Why this subject matters: DevOps and MLOps are what turn a working model or codebase into something reliably running in production — a fast-growing specialization as companies realize that "it works on my laptop" doesn't scale.

Standard reference

The Phoenix Project

Gene Kim, Kevin Behr & George Spafford

A novel-style introduction to DevOps culture and principles — unusually readable for a technical management book.

Cover: The Phoenix Project View
via Amazon Associates
In-depth

The DevOps Handbook

Gene Kim, Jez Humble, Patrick Debois & John Willis · 2nd Edition

The practical companion to The Phoenix Project — concrete practices for continuous delivery and reliability.

Cover: The DevOps Handbook View
via Amazon Associates
Practice & problems

Introducing MLOps

Mark Treveil et al.

Focused specifically on the ML lifecycle — versioning models and data, monitoring drift, and automating retraining.

Cover: Introducing MLOps View
via Amazon Associates