{"product_id":"the-practical-guide-to-mlops-data-pipeline-automation-deliver-fast-fault-tolerant-machine-learning-with-ci-cd-model-monitoring-and-rollback-stra-9798296195050","title":"The Practical Guide to MLOps \u0026 Data Pipeline Automation: Deliver Fast, Fault-Tolerant Machine Learning with CI\/CD, Model Monitoring, and Rollback Stra","description":"\u003cp\u003e • Author(s): Avis Gabe\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Databases - Data Mining\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eWhat happens when your best model silently fails in production? What's the true cost of a brittle data pipeline, or an untraceable deployment?\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eEvery ambitious ML project promises the future, but reality bites: endless manual fixes, untracked changes, model drift, downtime, and costs that spiral out of control. This isn't a book of hollow theory-it's a blueprint for surviving, and thriving, in production.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eInside, you'll discover: \u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eFoundations of MLOps: \u003c\/b\u003e Modern principles that power repeatable, reliable machine learning.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eData Pipeline Automation: \u003c\/b\u003e Proven methods for data ingestion, validation, modular ETL, and versioning.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eVersioning Everything: \u003c\/b\u003e Strategies for tracking code, datasets, features, experiments, and models.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eCI\/CD for Machine Learning: \u003c\/b\u003e Concrete steps to automate model delivery using MLflow, Kubeflow, and TFX.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eAutomated Testing: \u003c\/b\u003e How to build quality gates, detect drift, and deploy with confidence.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eModel Lifecycle Management: \u003c\/b\u003e Master model registries, staging, promotion, and lineage.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eDeployment Recipes: \u003c\/b\u003e Real-time vs. batch, Docker, Kubernetes, FastAPI-plus blue-green, rolling, and rollback techniques.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eMonitoring \u0026amp; Alerting: \u003c\/b\u003e Keep production stable with actionable metrics, drift detection, and alert systems.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eCost \u0026amp; Resource Optimization: \u003c\/b\u003e Tame your compute, storage, and budget before they tame you.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eSecurity \u0026amp; Compliance: \u003c\/b\u003e Practical approaches to pipeline security, auditability, and governance.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eCase Studies: \u003c\/b\u003e CI\/CD in finance, retail, healthcare, and lessons from industry giants.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eBuilding Your Platform: \u003c\/b\u003e How to scale from scrappy scripts to organization-wide, automated MLOps.\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003eIf you want to stop firefighting and start delivering robust, fault-tolerant, and explainable machine learning-this is your field guide.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eReady to automate, monitor, and scale every model you deploy? Turn the page. Production awaits.\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46334060527767,"sku":"9798296195050","price":2222.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798296195050.webp?v=1768671226","url":"https:\/\/atlanticbooks.com\/products\/the-practical-guide-to-mlops-data-pipeline-automation-deliver-fast-fault-tolerant-machine-learning-with-ci-cd-model-monitoring-and-rollback-stra-9798296195050","provider":"Atlantic Books","version":"1.0","type":"link"}