{"product_id":"designing-machine-learning-systems-an-iterative-process-for-production-ready-applications-9781098107963","title":"Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications","description":"\u003cp\u003eMany tutorials show you how to develop ML systems from ideation to deployed models. But with constant changes in tooling, those systems can quickly become outdated. Without an intentional design to hold the components together, these systems will become a technical liability, prone to errors and be quick to fall apart. \u003c\/p\u003e\u003cp\u003e In this book, Chip Huyen provides a framework for designing real-world ML systems that are quick to deploy, reliable, scalable, and iterative. These systems have the capacity to learn from new data, improve on past mistakes, and adapt to changing requirements and environments. Youà � [ ll learn everything from project scoping, data management, model development, deployment, and infrastructure to team structure and business analysis. \u003c\/p\u003e\u003cul\u003e \u003cli\u003eLearn the challenges and requirements of an ML system in production \u003c\/li\u003e\n\u003cli\u003eBuild training data with different sampling and labeling methods \u003c\/li\u003e\n\u003cli\u003eLeverage best techniques to engineer features for your ML models to avoid data leakage \u003c\/li\u003e\n\u003cli\u003eSelect, develop, debug, and evaluate ML models that are best suit for your tasks \u003c\/li\u003e\n\u003cli\u003eDeploy different types of ML systems for different hardware \u003c\/li\u003e\n\u003cli\u003eExplore major infrastructural choices and hardware designs \u003c\/li\u003e\n\u003cli\u003eUnderstand the human side of ML, including integrating ML into business, user experience, and team structure \u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 06\/28\/2022\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781098107963\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 386","brand":"Chip Huyen","offers":[{"title":"Default Title","offer_id":42095557476533,"sku":"9781098107963","price":56.09,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_02959991-c3d4-47bf-8aa4-79cfed189b26.jpg?v=1651587447","url":"https:\/\/pastforward.org\/products\/designing-machine-learning-systems-an-iterative-process-for-production-ready-applications-9781098107963","provider":"Past Forward","version":"1.0","type":"link"}