Mathematical Methods in Data Science by Sébastien Roch, Hardcover, 9781009509459 | Buy online at The Nile
Departments
 Free Returns*

Mathematical Methods in Data Science

Bridging Theory and Applications with Python

Author: Sébastien Roch   Series: Cambridge Mathematical Textbooks

Mathematical Methods in Data Science
Hardcover

Explore the mathematics of data science with this advanced undergraduate and graduate text integrating theory with applications in Python.

A hands-on textbook for advanced undergraduates and beginning graduate students in data science, offering an accessible introduction to the essential mathematics behind modern data analysis. With practical Python examples and hundreds of exercises and problems, it's an invaluable resource for students and educators alike.

Read more
Pre order release date
30th September 2025
Pre Order
$447.36
Or pay later with
Free 30 day returns       Secure transaction
Pre order release date
30th September 2025
Check delivery options
Hardcover

PRODUCT INFORMATION

Summary

Explore the mathematics of data science with this advanced undergraduate and graduate text integrating theory with applications in Python.

A hands-on textbook for advanced undergraduates and beginning graduate students in data science, offering an accessible introduction to the essential mathematics behind modern data analysis. With practical Python examples and hundreds of exercises and problems, it's an invaluable resource for students and educators alike.

Read more

Description

Bridge the gap between theoretical concepts and their practical applications with this rigorous introduction to the mathematics underpinning data science. It covers essential topics in linear algebra, calculus and optimization, and probability and statistics, demonstrating their relevance in the context of data analysis. Key application topics include clustering, regression, classification, dimensionality reduction, network analysis, and neural networks. What sets this text apart is its focus on hands-on learning. Each chapter combines mathematical insights with practical examples, using Python to implement algorithms and solve problems. Self-assessment quizzes, warm-up exercises and theoretical problems foster both mathematical understanding and computational skills. Designed for advanced undergraduate students and beginning graduate students, this textbook serves as both an invitation to data science for mathematics majors and as a deeper excursion into mathematics for data science students.

Read more

Critic Reviews

'Mathematical Methods in Data Science provides a clear and accessible primer on key concepts central to data science and machine learning. Through engaging examples from neural networks, recommender systems, and data visualization, Roch illuminates myriad foundational topics and methods. Designed for readers from a broad range of backgrounds, this text is an indispensable resource for students and professionals.' Rebecca Willett, University of Chicago
'This book is an outstanding introduction to the fundamentals of data science by an expert educator and researcher in the area. Its choice of topics, its use of Python, its plentiful examples and exercises, and its battle-testing in the classroom make it a top choice for students and educators seeking a mathematically rigorous yet practical entrée into data science.' Stephen J. Wright, University of Wisconsin

Read more

About the Author

Sébastien Roch is a Vilas Distinguished Achievement Professor of Mathematics at the University of Wisconsin, Madison. At UW-Madison, he helped establish the Data Science Major and has developed several courses on the mathematics of data. He is the author of Modern Discrete Probability: An Essential Toolkit (2023).

Read more

Product Details

Publisher
Cambridge University Press
Published
30th September 2025
Pages
499
ISBN
9781009509459

Returns

This item is eligible for free returns within 30 days of delivery. See our returns policy for further details.

Pre Order
$447.36
Or pay later with
Free 30 day returns       Secure transaction
Pre order release date
30th September 2025
Check delivery options
Browse by category
YOUR PAYMENT IS SECURE

We use 100% PCI DSS compliant payment services. That means your payment information is always protected, and never gets seen by anyone.
30-DAY FREE RETURN POLICY

Return nearly all items within 30 days of delivery. Unused or faulty items are acceptable as free returns. *Exceptions apply, see our returns policy.

The Nile
Follow Us
Help & Support
Contact Us

Copyright © 2025 The Nile Group.

Zip

 AfterPay

PayPal

Credit Card
Buy Baby at The Nile
 
 
 
Buy Toys at The Nile
Buy Books at The Nile
Buy Movies & TV at The Nile
Our Top Brands