MLOps Professional: Certification & Production Guide: Designing, Deploying, Scaling, and Governing Machine Learning Systems in the Real World
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 deployment
Prevent silent failures caused by drift, bias, and broken pipelines
Deploy safely using canary, blue-green, and shadow strategies
Monitor models, data, and business impact, not just uptime
Handle ML incidents, audits, and compliance with confidence
Master LLMOps, foundation models, and autonomous MLOps platforms
Prepare decisively for MLOps and ML engineering certifications
Packed 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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