{"product_id":"building-machine-learning-powered-applications-going-from-idea-to-product-9781492045113","title":"Building Machine Learning Powered Applications: Going from Idea to Product","description":"\u003cp\u003eLearn the skills necessary to design, build, and deploy applications powered by machine learning (ML). Through the course of this hands-on book, you'll build an example ML-driven application from initial idea to deployed product. Data scientists, software engineers, and product managers--including experienced practitioners and novices alike--will learn the tools, best practices, and challenges involved in building a real-world ML application step by step.\u003c\/p\u003e\u003cp\u003eAuthor Emmanuel Ameisen, an experienced data scientist who led an AI education program, demonstrates practical ML concepts using code snippets, illustrations, screenshots, and interviews with industry leaders. Part I teaches you how to plan an ML application and measure success. Part II explains how to build a working ML model. Part III demonstrates ways to improve the model until it fulfills your original vision. Part IV covers deployment and monitoring strategies.\u003c\/p\u003e\u003cp\u003eThis book will help you: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eDefine your product goal and set up a machine learning problem\u003c\/li\u003e\n\u003cli\u003eBuild your first end-to-end pipeline quickly and acquire an initial dataset\u003c\/li\u003e\n\u003cli\u003eTrain and evaluate your ML models and address performance bottlenecks\u003c\/li\u003e\n\u003cli\u003eDeploy and monitor your models in a production environment\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 02\/04\/2020\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781492045113\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 260\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.92lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.19h x 7.00w x 0.55d","brand":"Emmanuel Ameisen","offers":[{"title":"Default Title","offer_id":36653580910748,"sku":"9781492045113","price":56.09,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_c2bfa203-70e8-4d71-95db-3a691d5cdc8c.jpg?v=1603881962","url":"https:\/\/pastforward.org\/products\/building-machine-learning-powered-applications-going-from-idea-to-product-9781492045113","provider":"Past Forward","version":"1.0","type":"link"}