{"product_id":"designing-machine-learning-systems-an-iterative-process-for-production-ready-applications-paperback","title":"Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications - Paperback","description":"\u003cdiv\u003e\u003cp style=\"text-align: right;\"\u003e\u003ca href=\"https:\/\/reportcopyrightinfringement.com\/\" target=\"_blank\" rel=\"nofollow\"\u003e\u003cb\u003eReport copyright infringement\u003c\/b\u003e\u003c\/a\u003e\u003c\/p\u003e\u003c\/div\u003e\u003cp\u003eby \u003cb\u003eChip Huyen\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eMachine 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. \u003c\/p\u003e\u003cp\u003e 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. \u003c\/p\u003e\u003cp\u003e This book will help you tackle scenarios such as: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eEngineering data and choosing the right metrics to solve a business problem\u003c\/li\u003e \u003cli\u003eAutomating the process for continually developing, evaluating, deploying, and updating models\u003c\/li\u003e \u003cli\u003eDeveloping a monitoring system to quickly detect and address issues your models might encounter in production\u003c\/li\u003e \u003cli\u003eArchitecting an ML platform that serves across use cases\u003c\/li\u003e \u003cli\u003eDeveloping responsible ML systems\u003c\/li\u003e \u003c\/ul\u003e\u003ch3\u003eAuthor Biography\u003c\/h3\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eChip Huyen (https: \/\/huyenchip.com) is a co-founder of Claypot AI, a platform for real-time machine learning. Through her work at NVIDIA, Netflix, and Snorkel AI, she has helped some of the world's largest organizations develop and deploy machine learning systems. She teaches CS 329S: Machine Learning Systems Design at Stanford, whose lecture notes this book is based on. \u003cbr\u003e\u003cbr\u003eLinkedIn included her among Top Voices in Software Development (2019) and Top Voices in Data Science \u0026amp; AI (2020). She is also the author of four bestselling Vietnamese books, including the series Xach ba lo len va Di (Pack Your Bag and Go). She also runs a Discord server on MLOps with over 6,000 members (https: \/\/discord.com\/invite\/Mw77HPrgjF).\u003c\/p\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 386\u003c\/div\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.8 x 9.19 x 7 IN\u003c\/div\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003eIllustrated:\u003c\/strong\u003e Yes\u003c\/div\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e June 21, 2022\u003c\/div\u003e\n            ","brand":"BooksCloud","offers":[{"title":"Default Title","offer_id":52493824229683,"sku":"9781098107963","price":72.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0300\/5595\/6612\/files\/V1dZbG5GSHlVamQvVHM3TkJJRWZpUT09.webp?v=1759964318","url":"https:\/\/www.vysn.com\/en-ca\/products\/designing-machine-learning-systems-an-iterative-process-for-production-ready-applications-paperback","provider":"VYSN","version":"1.0","type":"link"}