{"product_id":"sale-understanding-machine-learning","title":"SALE Understanding Machine Learning","description":"\u003cp\u003e\u003cstrong\u003eThis book is unused and unread. It has some cosmetic imperfections such as scuffing and creasing. \u003c\/strong\u003e\u003cstrong\u003eIt is also stamped 'damaged'.\u003cbr\u003e\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eThis book cannot be discounted further.\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eMachine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides a theoretical account of the fundamentals underlying machine learning and the mathematical derivations that transform these principles into practical algorithms. Following a presentation of the basics, the book covers a wide array of central topics unaddressed by previous textbooks. These include a discussion of the computational complexity of learning and the concepts of convexity and stability; important algorithmic paradigms including stochastic gradient descent, neural networks, and structured output learning; and emerging theoretical concepts such as the PAC-Bayes approach and compression-based bounds. Designed for advanced undergraduates or beginning graduates, the text makes the fundamentals and algorithms of machine learning accessible to students and non-expert readers in statistics, computer science, mathematics and engineering.\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eProvides a principled development of the most important machine learning tools\u003c\/li\u003e\n\u003cli\u003eDescribes a wide range of state-of-the-art algorithms\u003c\/li\u003e\n\u003cli\u003ePromotes understanding of when machine learning is relevant, what the prerequisites for a successful application of ML algorithms are, and which algorithms to use for any given task\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"Cambridge University Press Bookshop","offers":[{"title":"Default Title","offer_id":56394046046594,"sku":"9781107057135","price":26.5,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0475\/2031\/7597\/files\/9781107057135i_66286913-7a95-449d-a0c3-384c36d4b067.jpg?v=1783085321","url":"https:\/\/www.cambridgebookshop.co.uk\/products\/sale-understanding-machine-learning","provider":"Cambridge University Press Bookshop","version":"1.0","type":"link"}