Designing Machine Learning Systems: An Iterative Process for Production-Ready...

Description: FASTSHIPPING HASSLEFREERETURNS SECUREPAYMENT EXCELLENTSERVICE Description Machine learning systems are both complex and unique. Complex because they consist of many different components and involve many different stakeholders. Unique because they're data dependent, with data varying wildly from one use case to the next. In this book, you'll learn a holistic approach to designing ML systems that are reliable, scalable, maintainable, and adaptive to changing environments and business requirements. Author Chip Huyen, co-founder of Claypot AI, considers each design decision--such as how to process and create training data, which features to use, how often to retrain models, and what to monitor--in the context of how it can help your system as a whole achieve its objectives. The iterative framework in this book uses actual case studies backed by ample references. This book will help you tackle scenarios such as: Engineering data and choosing the right metrics to solve a business problem Automating the process for continually developing, evaluating, deploying, and updating models Developing a monitoring system to quickly detect and address issues your models might encounter in production Architecting an ML platform that serves across use cases Developing responsible ML systems Publisher ‏ : ‎ O'Reilly Media Language ‏ : ‎ English Paperback ‏ : ‎ 386 pages ISBN-10 ‏ : ‎ 1098107969 ISBN-13 ‏ : ‎ 978-1098107963 Item Weight ‏ : ‎ 1.36 pounds Dimensions ‏ : ‎ 7 x 0.75 x 9 inches Best Sellers Rank: #9,877 in Books SHIPPING Shipping All items fast! The majority of orders are shipped using USPS Priority Mail and UPS Ground if requested. There is an option at checkout to add a Signature of Delivery for extra security & peace of mind. This means you need to sign for your parcel. 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Location: Philadelphia, Pennsylvania

End Time: 2024-09-04T17:15:51.000Z

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