{"product_id":"understanding-machine-learning-shai-shalev-shwartz-9781107057135","title":"Understanding Machine Learning","description":"Machine 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 an extensive theoretical account of the fundamental ideas underlying machine learning and the mathematical derivations that transform these principles into practical algorithms. Following a presentation of the basics of the field, the book covers a wide array of central topics that have not been addressed 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 an advanced undergraduate or beginning graduate course, the text makes the fundamentals and algorithms of machine learning accessible to students and non-expert readers in statistics, computer science, mathematics, and engineering.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Shai Shalev-Shwartz, Shai Ben-David\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1107057132\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781107057135\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Cambridge University Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 05\/19\/2014\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 410\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.95lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.10h x 6.90w x 1.10d","brand":"Shai Shalev-Shwartz","offers":[{"title":"Hardcover","offer_id":44043577557247,"sku":"9781107057135","price":66.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_d24f8260-4c44-4934-9269-0a4a6eb8f023.jpg?v=1684967962","url":"https:\/\/www.whiterainbookhouse.com\/products\/understanding-machine-learning-shai-shalev-shwartz-9781107057135","provider":"WR Book House","version":"1.0","type":"link"}