{"product_id":"9781785880780","title":"Designing Machine Learning Systems with Python","description":"\u003cp\u003e\u003cb\u003eDesign efficient machine learning systems that give you more accurate results\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eAbout This Book\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eGain an understanding of the machine learning design process\u003c\/li\u003e\n\u003cli\u003eOptimize machine learning systems for improved accuracy\u003c\/li\u003e\n\u003cli\u003eUnderstand common programming tools and techniques for machine learning\u003c\/li\u003e\n\u003cli\u003eDevelop techniques and strategies for dealing with large amounts of data from a variety of sources\u003c\/li\u003e\n\u003cli\u003eBuild models to solve unique tasks\u003c\/li\u003e\n\u003c\/ul\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003e\u003cp\u003eThis book is for data scientists, scientists, or just the curious. To get the most out of this book, you will need to know some linear algebra and some Python, and have a basic knowledge of machine learning concepts.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eWhat You Will Learn\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eGain an understanding of the machine learning design process\u003c\/li\u003e\n\u003cli\u003eOptimize the error function of your machine learning system\u003c\/li\u003e\n\u003cli\u003eUnderstand the common programming patterns used in machine learning\u003c\/li\u003e\n\u003cli\u003eDiscover optimizing techniques that will help you get the most from your data\u003c\/li\u003e\n\u003cli\u003eFind out how to design models uniquely suited to your task\u003c\/li\u003e\n\u003c\/ul\u003e\u003cb\u003eIn Detail\u003c\/b\u003e\u003cp\u003eMachine learning is one of the fastest growing trends in modern computing. It has applications in a wide range of fields, including economics, the natural sciences, web development, and business modeling. In order to harness the power of these systems, it is essential that the practitioner develops a solid understanding of the underlying design principles.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eThere are many reasons why machine learning models may not give accurate results. By looking at these systems from a design perspective, we gain a deeper understanding of the underlying algorithms and the optimisational methods that are available. This book will give you a solid foundation in the machine learning design process, and enable you to build customised machine learning models to solve unique problems. You may already know about, or have worked with, some of the off-the-shelf machine learning models for solving common problems such as spam detection or movie classification, but to begin solving more complex problems, it is important to adapt these models to your own specific needs. This book will give you this understanding and more.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eStyle and approach\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eThis easy-to-follow, step-by-step guide covers the most important machine learning models and techniques from a design perspective.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e","brand":"Packt Publishing","offers":[{"title":"Default Title","offer_id":47140284334320,"sku":"9781785880780","price":35.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0737\/7593\/9824\/files\/9781785880780_p0.jpg?v=1763728931","url":"https:\/\/shop-qa.barnesandnoble.com\/products\/9781785880780","provider":"Barnes \u0026 Noble (DEV)","version":"1.0","type":"link"}