{"product_id":"introduction-to-machine-learning-ruye-wang-9781316519509","title":"Introduction to Machine Learning: From Math to Code","description":"Emphasizing how and why machine learning algorithms work, this introductory textbook bridges the gap between the theoretical foundations of machine learning and its practical algorithmic and code-level implementation. Over 85 thorough worked examples, in both Matlab and Python, demonstrate how algorithms are implemented and applied whilst illustrating the end result. Over 75 end-of-chapter problems empower students to develop their own code to implement these algorithms, equipping them with hands-on experience. Matlab coding examples demonstrate how a mathematical idea is converted from equations to code, and provide a jumping off point for students, supported by in-depth coverage of essential mathematics including multivariable calculus, linear algebra, probability and statistics, numerical methods, and optimization. Accompanied online by instructor lecture slides, downloadable Python code and additional appendices, this is an excellent introduction to machine learning for senior undergraduate and graduate students in Engineering and Computer Science.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Ruye Wang\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1316519503\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781316519509\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 12\/18\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 578\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover","brand":"Ruye Wang","offers":[{"title":"Hardcover","offer_id":47610931183871,"sku":"9781316519509","price":95.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_8d72d349-6a18-41ca-9bf7-4aa24b058aaa.jpg?v=1764510642","url":"https:\/\/www.whiterainbookhouse.com\/products\/introduction-to-machine-learning-ruye-wang-9781316519509","provider":"WR Book House","version":"1.0","type":"link"}