Practical MLOps by Noah Gift & Alfredo Deza

Practical MLOps by Noah Gift & Alfredo Deza

Training a machine learning model is only half the battle. The real challenge — and the real value — is in deploying, monitoring, and maintaining it in production. Practical MLOps by Noah Gift and Alfredo Deza is the hands-on guide to operationalizing machine learning models at scale, turning your experimental notebooks into reliable, production-grade AI systems.

This O'Reilly book covers the full MLOps lifecycle: from CI/CD pipelines and model versioning to monitoring, retraining, and cloud deployment on AWS, GCP, and Azure. Gift and Deza bring years of real industry experience to every chapter, giving you battle-tested patterns and tools that actually work in production environments.

Great ML models deserve great infrastructure. This book shows you how to build it.

? ???? ?? ??????: MLOps fundamentals · CI/CD for ML · Model monitoring & retraining · Cloud deployment (AWS, GCP, Azure) · Production ML system design

?? ????? ????????

? ?????????? ?????????? ????????? – ????? ???? ? ?????? ???? ??????????
?? ????? ??? ???????? – ????? ? ????????????, ???????? ???? ????? ??? ???
?? ????? ????????? ???? – ????????? ?????? ???? ???????? ??? ???
? ????? ????? (Paperback) – ???????, ?????? ? ???? ???? ??????????
?? ??????? ????? ?????? ?????????? ???