{"product_id":"practical-mlops","title":"Practical MLOps by Noah Gift \u0026 Alfredo Deza","description":"\u003ch2\u003ePractical MLOps by Noah Gift \u0026amp; Alfredo Deza\u003c\/h2\u003e\n\u003cp\u003eTraining 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. \u003cem\u003ePractical MLOps\u003c\/em\u003e 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.\u003c\/p\u003e\n\u003cp\u003eThis 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.\u003c\/p\u003e\n\u003cp\u003eGreat ML models deserve great infrastructure. This book shows you how to build it.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003e? ???? ?? ??????:\u003c\/strong\u003e MLOps fundamentals · CI\/CD for ML · Model monitoring \u0026amp; retraining · Cloud deployment (AWS, GCP, Azure) · Production ML system design\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003e?? ????? ????????\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e? ?????????? ?????????? ????????? – ????? ???? ? ?????? ???? ??????????\u003cbr\u003e?? ????? ??? ???????? – ????? ? ????????????, ???????? ???? ????? ??? ???\u003cbr\u003e?? ????? ????????? ???? – ????????? ?????? ???? ???????? ??? ???\u003cbr\u003e? ????? ????? (Paperback) – ???????, ?????? ? ???? ???? ??????????\u003cbr\u003e?? ??????? ????? ?????? ?????????? ???\u003c\/p\u003e","brand":"Novel Hovel","offers":[{"title":"Paperback","offer_id":68053988180281,"sku":null,"price":390.0,"currency_code":"BDT","in_stock":true},{"title":"Hardcover","offer_id":68053988213049,"sku":null,"price":520.0,"currency_code":"BDT","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0949\/4993\/3369\/files\/2a093a9a42e18e104f8553b955cc0fdcf682e9109f7ac604c0e6129e56e7c0f2.jpg?v=1794415433","url":"https:\/\/www.novelhovelbd.com\/products\/practical-mlops","provider":"NOVEL HOVEL","version":"1.0","type":"link"}