{"product_id":"mastering-mlops-architecture-from-code-to-deployment-manage-the-production-cycle-of-continual-learning-ml-models-with-mlops-paperback","title":"Mastering MLOps Architecture: From Code to Deployment: Manage the Production Cycle of Continual Learning ML Models with MLOps - Paperback","description":"\u003cp\u003eby \u003cb\u003eRaman Jhajj\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003eMLOps, a combination of DevOps, data engineering, and machine learning, is crucial for delivering high-quality machine learning results due to the dynamic nature of machine learning data. This book delves into MLOps, covering its core concepts, components, and architecture, demonstrating how MLOps fosters robust and continuously improving machine learning systems. By covering the end-to-end machine learning pipeline from data to deployment, the book helps readers implement MLOps workflows. It discusses techniques like feature engineering, model development, A\/B testing, and canary deployments. The book equips readers with knowledge of MLOps tools and infrastructure for tasks like model tracking, model governance, metadata management, and pipeline orchestration. Monitoring and maintenance processes to detect model degradation are covered in depth.\u003c\/p\u003e\u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 226\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.48 x 9.25 x 7.5 IN\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e January 14, 2024\u003c\/div\u003e","brand":"Books by splitShops","offers":[{"title":"Default Title","offer_id":42116682776711,"sku":"9789355519498","price":57.53,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0601\/2623\/2711\/files\/acc8f59fa9921f67fcff58335def07df.webp?v=1732518039","url":"https:\/\/booksby.splitshops.com\/products\/mastering-mlops-architecture-from-code-to-deployment-manage-the-production-cycle-of-continual-learning-ml-models-with-mlops-paperback","provider":"Books by splitShops","version":"1.0","type":"link"}