{"product_id":"9781498756815-model-based-machine-learning","title":"Model-Based Machine Learning","description":"\u003cmeta content=\"text\/html; charset=utf-8\" http-equiv=\"Content-Type\"\u003e\u003cp\u003e\u003cspan\u003e\u003cp\u003eA fundamental challenge when using machine learning is connecting the abstract mathematics of a machine learning technique to real world problems. This book tackles this challenge through \u003cb\u003emodel-based machine learning,\u003c\/b\u003e focusing on understanding the assumptions encoded in a machine learning system.\u003c\/p\u003e\n\u003cbr\u003e\u003cp\u003eToday, machine learning is being applied to a growing variety of problems in a bewildering variety of domains. A fundamental challenge when using machine learning is connecting the abstract mathematics of a machine learning technique to a concrete, real world problem. This book tackles this challenge through \u003cb\u003emodel-based machine learning \u003c\/b\u003ewhich focuses on understanding the assumptions encoded in a machine learning system and their corresponding impact on the behaviour of the system.\u003c\/p\u003e\n\u003cp\u003eThe key ideas of model-based machine learning are introduced through a series of case studies involving real-world applications. Case studies play a central role because it is only in the context of applications that it makes sense to discuss modelling assumptions. Each chapter introduces one case study and works through step-by-step to solve it using a model-based approach. The aim is not just to explain machine learning methods, but also showcase how to create, debug, and evolve them to solve a problem.\u003c\/p\u003e\n\u003cp\u003eFeatures:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eExplores the assumptions being made by machine learning systems and the effect these assumptions have when the system is applied to concrete problems.\u003c\/li\u003e\n\u003cli\u003eExplains machine learning concepts as they arise in real-world case studies.\u003c\/li\u003e\n\u003cli\u003eShows how to diagnose, understand and address problems with machine learning systems.\u003c\/li\u003e\n\u003cli\u003eFull source code available, allowing models and results to be reproduced and explored.\u003c\/li\u003e\n\u003cli\u003eIncludes optional deep-dive sections with more mathematical details on inference algorithms for the interested reader.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cbr\u003e\u003cbr\u003e\u003c\/span\u003e\u003c\/p\u003e","brand":"Rarewaves","offers":[{"title":"Default Title","offer_id":41039203467361,"sku":"9781498756815","price":108.42,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0092\/7504\/8033\/files\/orig_27429267.jpg?v=1760341555","url":"https:\/\/www.rarewaves.com\/products\/9781498756815-model-based-machine-learning","provider":"Rarewaves.com","version":"1.0","type":"link"}