{"product_id":"the-mlops-cycle-greyson-chesterfield-9798294156671","title":"The MLOps Cycle: Automate Your Machine Learning Workflow from Data Pipelines to Model Monitoring with Kubeflow, Airflow, and Prometheus","description":"\u003cp\u003eTransform your machine learning projects into production-grade systems with \u003cb\u003e\u003ci\u003eThe MLOps Cycle\u003c\/i\u003e\u003c\/b\u003e, your hands-on guide to mastering the complete ML lifecycle-from raw data ingestion to automated monitoring at scale.\u003c\/p\u003e\u003cp\u003eDesigned for data scientists, ML engineers, and DevOps practitioners, this book dives deep into the real-world tools and practices that power modern AI deployment. Learn how to streamline and automate every stage of your ML workflow using industry-standard technologies like \u003cb\u003eKubeflow\u003c\/b\u003e, \u003cb\u003eApache Airflow\u003c\/b\u003e, and \u003cb\u003ePrometheus\u003c\/b\u003e.\u003c\/p\u003e\u003cp\u003eThrough practical examples and project-driven chapters, you'll: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eDesign robust \u003cb\u003edata pipelines\u003c\/b\u003e that handle preprocessing, validation, and feature engineering.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eOrchestrate end-to-end \u003cb\u003eML workflows\u003c\/b\u003e with Airflow DAGs and Kubeflow Pipelines.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003ePackage, deploy, and version your models in \u003cb\u003ecloud-native environments\u003c\/b\u003e.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eImplement \u003cb\u003eCI\/CD pipelines\u003c\/b\u003e tailored for ML with reproducibility and scalability in mind.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eMonitor model drift, performance, and system health using \u003cb\u003ePrometheus\u003c\/b\u003e and Grafana.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eAlign machine learning operations with MLOps best practices across teams and lifecycles.\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eWhether you're building your first ML system or scaling enterprise-grade models in production, \u003ci\u003eThe MLOps Cycle\u003c\/i\u003e offers the clarity, architecture, and automation mindset needed to succeed.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Greyson Chesterfield\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798294156671\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 09\/15\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 152\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.47lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.33d","brand":"Greyson Chesterfield","offers":[{"title":"Paperback","offer_id":48997139742975,"sku":"9798294156671","price":19.99,"currency_code":"USD","in_stock":true}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/the-mlops-cycle-greyson-chesterfield-9798294156671","provider":"WR Book House","version":"1.0","type":"link"}