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Data Science & Machine Learning
£88.64
£88.64/each
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Data Science & Machine Learning
£88.64
£88.64/each
Description
"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!" -Nicholas Hoell, University of Toronto"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. -Adam Loy, Carleton CollegeThe purpose of Data Science and Machine Learning: Mathematical and Statistical Methods is 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.Key Features:Focuses on mathematical understanding.Presentation is self-contained, accessible, and comprehensive.Extensive list of exercises and worked-out examples.Many concrete algorithms with Python code.Full color throughout. Further Resources can be found on the authors website: github
Sold by Speedyhen (Speedy Hen LTD)
| Author | Kroese, Dirk P. |
|---|---|
| Format | Hardback |
| ISBN-13 | 9781138492530 |
| Item Height | 3.5 |
| Item Length | 21.6 |
| Item Width | 29.1 |
| Publisher | Taylor & Francis |
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