{"product_id":"9781138492530-data-science-machine-learning","title":"Data Science and Machine Learning: Mathematical and Statistical Methods (Chapman \u0026 Hall\/CRC Machine Learning \u0026 Pattern Recognition","description":"\u003cmeta content=\"text\/html; charset=utf-8\" http-equiv=\"Content-Type\"\u003e\u003cp\u003e\u003cspan\u003eMathematical and Statistical Methods\u003cbr\u003e\u003cp\u003eThe purpose of this book is to provide an accessible, yet comprehensive, account of data science and machine learning. It is intended for anyone interested in gaining a better understanding of the mathematics and statistics that underpin the rich variety of ideas and machine learning algorithms in data science. \u003c\/p\u003e\n\u003cbr\u003e\u003cp\u003e\"This textbook is a well-rounded, rigorous, and informative work presenting the mathematics behind modern machine learning techniques. It hits all the right notes: the choice of topics is up-to-date and perfect for a course on data science for mathematics students at the advanced undergraduate or early graduate level. This book fills a sorely-needed gap in the existing literature by not sacrificing depth for breadth, presenting proofs of major theorems and subsequent derivations, as well as providing a copious amount of Python code. I only wish a book like this had been around when I first began my journey!\" \u003cb\u003e-Nicholas Hoell, University of Toronto\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e\u003ci\u003e\"This is a well-written book that provides a deeper dive into data-scientific methods than many introductory texts. The writing is clear, and the text logically builds up regularization, classification, and decision trees. Compared to its probable competitors, it carves out a unique niche.\u003c\/i\u003e \u003cb\u003e-Adam Loy, Carleton College\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003eThe purpose of \u003cb\u003e\u003ci\u003eData Science and Machine Learning: Mathematical and Statistical Methods \u003c\/i\u003e\u003c\/b\u003eis to provide an accessible, yet comprehensive textbook intended for students interested in gaining a better understanding of the mathematics and statistics that underpin the rich variety of ideas and machine learning algorithms in data science.\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eKey Features:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eFocuses on mathematical understanding.\u003c\/li\u003e\n\u003cli\u003ePresentation is self-contained, accessible, and comprehensive.\u003c\/li\u003e\n\u003cli\u003eExtensive list of exercises and worked-out examples.\u003c\/li\u003e\n\u003cli\u003eMany concrete algorithms with Python code.\u003c\/li\u003e\n\u003cli\u003eFull color throughout.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eFurther Resources can be found on the authors website: https:\/\/github.com\/DSML-book\/Lectures\u003c\/p\u003e\n\u003cbr\u003e\u003cbr\u003e\u003c\/span\u003e\u003c\/p\u003e","brand":"Rarewaves","offers":[{"title":"Default Title","offer_id":40961881702497,"sku":"9781138492530","price":138.63,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0092\/7504\/8033\/files\/orig_28993006.jpg?v=1743574732","url":"https:\/\/www.rarewaves.com\/products\/9781138492530-data-science-machine-learning","provider":"Rarewaves.com","version":"1.0","type":"link"}