
MLOps Professional: Certification & Production Guide : Designing, Deploying, Scaling, and Governing Machine Learning Systems in the Real World by Mohan Rayithi
English | February 22, 2026 | ISBN: N/A | ASIN: B0GPMVF7ND | 332 pages | EPUB | 1.03 Mb
MLOps is no longer optional. It is the difference between models that impress-and systems that survive.
MLOps Professional: Certification & Production Guide is the definitive, end-to-end handbook for building, deploying, monitoring, securing, and governing machine learning systems in the real world.
This book goes far beyond tools and tutorials. It teaches you how to think like a production engineer, an auditor, and a certification examiner-all at once.
You will learn how to:Design production-grade ML systems from data to deploymentPrevent silent failures caused by drift, bias, and broken pipelinesDeploy safely using canary, blue-green, and shadow strategiesMonitor models, data, and business impact, not just uptimeHandle ML incidents, audits, and compliance with confidenceMaster LLMOps, foundation models, and autonomous MLOps platformsPrepare decisively for MLOps and ML engineering certificationsPacked with real failure stories, hands-on labs, mini projects, checklists, playbooks, and a capstone architecture, this book is built for:
✔ ML Engineers
✔ MLOps & Platform Engineers
✔ AI Architects
✔ Data Scientists moving to production
✔ Certification candidates
✔ Enterprise & startup AI teams
If you want to pass certifications, earn trust, and deploy ML systems you can defend under audit, this is the book you keep on your desk.
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