{"product_id":"mathematics-and-programming-for-machine-william-claster-9780367561949","title":"Mathematics and Programming for Machine Learning with R: From the Ground Up","description":"\u003cp\u003eBased on the author's experience in teaching data science for more than 10 years, \u003ci\u003eMathematics and Programming for Machine Learning with R: From the Ground Up\u003c\/i\u003e\u003cb\u003e \u003c\/b\u003ereveals how machine learning algorithms do their magic and explains how these algorithms can be implemented in code. It is designed to provide readers with an understanding of the reasoning behind machine learning algorithms as well as how to program them. Written for novice programmers, the book progresses step-by-step, providing the coding skills needed to implement machine learning algorithms in R. \u003c\/p\u003e\u003cp\u003eThe book begins with simple implementations and fundamental concepts of logic, sets, and probability before moving to the coverage of powerful deep learning algorithms. The first eight chapters deal with probability-based machine learning algorithms, and the last eight chapters deal with machine learning based on artificial neural networks. The first half of the book does not require mathematical sophistication, although familiarity with probability and statistics would be helpful. The second half assumes the reader is familiar with at least one semester of calculus. The text guides novice R programmers through algorithms and their application and along the way; the reader gains programming confidence in tackling advanced R programming challenges. \u003c\/p\u003e\u003cp\u003eHighlights of the book include: \u003c\/p\u003e\u003cul\u003e \u003cul\u003e \u003c\/ul\u003e \u003cli\u003eMore than 400 exercises\u003c\/li\u003e \u003cul\u003e \u003c\/ul\u003e \u003cli\u003eA strong emphasis on improving programming skills and guiding beginners to the \u003ci\u003eimplementation\u003c\/i\u003e of full-fledged algorithms\u003c\/li\u003e \u003cul\u003e \u003c\/ul\u003e \u003cli\u003eCoverage of fundamental computer and mathematical concepts including logic, sets, and probability\u003c\/li\u003e \u003cul\u003e \u003c\/ul\u003e \u003cli\u003eIn-depth explanations of machine learning algorithms\u003c\/li\u003e \u003cul\u003e \u003c\/ul\u003e \u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e William Claster\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0367561948\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780367561949\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 10\/27\/2020\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 408\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 2.12lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 7.00w x 0.94d","brand":"William Claster","offers":[{"title":"Hardcover","offer_id":48136018460927,"sku":"9780367561949","price":150.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_6c373536-4023-420b-a388-3bdf7af9f87f.jpg?v=1770159966","url":"https:\/\/www.whiterainbookhouse.com\/products\/mathematics-and-programming-for-machine-william-claster-9780367561949","provider":"WR Book House","version":"1.0","type":"link"}