{"product_id":"building-machine-learning-powered-applications","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.\r\n\u003c\/p\u003e\u003cp\u003e\r\nAuthor 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.\r\n\u003c\/p\u003e\u003cp\u003e\r\nThis book will help you:\r\n\u003c\/p\u003e\u003cul\u003e\r\n\u003cli\u003eDefine your product goal and set up a machine learning problem\r\n\u003c\/li\u003e\n\u003cli\u003eBuild your first end-to-end pipeline quickly and acquire an initial dataset\r\n\u003c\/li\u003e\n\u003cli\u003eTrain and evaluate your ML models and address performance bottlenecks\r\n\u003c\/li\u003e\n\u003cli\u003eDeploy and monitor your models in a production environment\r\n\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"None","offers":[{"title":"Paperback","offer_id":46249216147666,"sku":"9781492045113","price":82.99,"currency_code":"CAD","in_stock":true},{"title":"Kobo eBook","offer_id":46249216180434,"sku":"61778f94-f64a-3b50-8170-b73432cef5b4","price":57.99,"currency_code":"CAD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0655\/8980\/5233\/files\/1_d56a358d-7711-4d95-aae2-622263f4f113.jpg?v=1763680585","url":"https:\/\/www.indigo.ca\/products\/building-machine-learning-powered-applications","provider":"Indigo","version":"1.0","type":"link"}