{"product_id":"introducing-mlops-how-to-scale-machine-learning-in-the-enterprise-9781492083290","title":"Introducing Mlops: How to Scale Machine Learning in the Enterprise","description":"\u003cp\u003e • Author(s): CL Stenac\u003cbr\u003e • Publisher: O'Reilly Media\u003cbr\u003e • Publisher Imprint: O'Reilly Media\u003cbr\u003e • BISAC: Data Science - Machine Learning\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eMore than half of the analytics and machine learning (ML) models created by organizations today never make it into production. Some of the challenges and barriers to operationalization are technical, but others are organizational. Either way, the bottom line is that models not in production can't provide business impact. \u003c\/p\u003e\u003cp\u003e This book introduces the key concepts of MLOps to help data scientists and application engineers not only operationalize ML models to drive real business change but also maintain and improve those models over time. Through lessons based on numerous MLOps applications around the world, nine experts in machine learning provide insights into the five steps of the model life cycle--Build, Preproduction, Deployment, Monitoring, and Governance--uncovering how robust MLOps processes can be infused throughout. \u003c\/p\u003e\u003cp\u003e This book helps you: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eFulfill data science value by reducing friction throughout ML pipelines and workflows \u003c\/li\u003e\n\u003cli\u003eRefine ML models through retraining, periodic tuning, and complete remodeling to ensure long-term accuracy \u003c\/li\u003e\n\u003cli\u003eDesign the MLOps life cycle to minimize organizational risks with models that are unbiased, fair, and explainable \u003c\/li\u003e\n\u003cli\u003eOperationalize ML models for pipeline deployment and for external business systems that are more complex and less standardized \u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Paperback","offer_id":45044919894167,"sku":"9781492083290","price":4340.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781492083290.webp?v=1767897701","url":"https:\/\/atlanticbooks.com\/products\/introducing-mlops-how-to-scale-machine-learning-in-the-enterprise-9781492083290","provider":"Atlantic Books","version":"1.0","type":"link"}