Mathematical Analysis of Machine Learning Algorithms
The mathematical theory of machine learning not only explains the current algorithms but can also motivate principled approaches for the future. This self-contained textbook introduces students and researchers of AI...
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479 pages
2023-08-10 Published
Generative AI in Higher Education
Chan and Colloton’s book is one of the first to provide a comprehensive examination of the use and impact of ChatGPT and Generative AI (GenAI) in higher education. Since November...
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260 pages
2024-03-21 Published
The Principles of Deep Learning Theory
This textbook establishes a theoretical framework for understanding deep learning models of practical relevance. With an approach that borrows from theoretical physics, Roberts and Yaida provide clear and pedagogical explanations...
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472 pages
2022-05-26 Published
Mathematical Discovery
This is a book about mathematics appreciation via discovery, rather than about practical mathematics. It considers several problems that don't appear to be amenable to ordinary arithmetic, algebraic or geometric...
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268 pages
2011-09-29 Published
Math in Society
A survey of mathematics for the liberal arts major Math in Society is a free, open textbook. This book is a survey of contemporary mathematical topics, most non-algebraic, appropriate for a...
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476 pages
2022-07-01 Published
Get Started with MicroPython on Raspberry Pi Pico, 2nd Edition
Microcontrollers, like the RP2040 chip at the heart of Raspberry Pi Pico, are computers stripped back to their bare essentials. You don't use monitors or keyboards with them — instead, you...
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204 pages
2024-06-25 Published
Mathematics for Machine Learning
The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, optimization, probability and statistics. These topics are traditionally taught in disparate courses,...
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390 pages
2020-04-23 Published
A First Course in Linear Algebra
A First Course in Linear Algebra is an introduction to the basic concepts of linear algebra, along with an introduction to the techniques of formal mathematics. It begins with systems...
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542 pages
2012-12-05 Published
Statistics for High School
This Statistics for High School resource was developed under the guidance and support of experienced high school teachers and subject matter experts. It is presented here in multiple formats: PDF, online, and...
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930 pages
2020-03-27 Published
Introductory Statistics, 2nd Edition
Introductory Statistics, 2nd Edition provides an engaging, practical, and thorough overview of the core concepts and skills taught in most one-semester statistics courses. The text focuses on diverse applications from a...
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846 pages
2023-12-14 Published
Introductory Business Statistics
Introductory Business Statistics is designed to meet the scope and sequence requirements of the one-semester statistics course for business, economics, and related majors. Core statistical concepts and skills have been augmented...
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629 pages
2017-11-29 Published
Precalculus, 2nd Edition
Precalculus, 2nd Edition provides a comprehensive exploration of mathematical principles and meets scope and sequence requirements for a typical precalculus course. The text proceeds from functions through trigonometry and ends with...
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1457 pages
2021-12-21 Published