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Mathematics of Machine Learning

You're reading from   Mathematics of Machine Learning Master linear algebra, calculus, and probability for machine learning

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Product type Paperback
Published in May 2025
Publisher Packt
ISBN-13 9781837027873
Length 730 pages
Edition 1st Edition
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Author (1):
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Tivadar Danka Tivadar Danka
Author Profile Icon Tivadar Danka
Tivadar Danka
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Toc

Table of Contents (36) Chapters Close

Introduction Part 1: Linear Algebra FREE CHAPTER
1 Vectors and Vector Spaces 2 The Geometric Structure of Vector Spaces 3 Linear Algebra in Practice 4 Linear Transformations 5 Matrices and Equations 6 Eigenvalues and Eigenvectors 7 Matrix Factorizations 8 Matrices and Graphs References
Part 2: Calculus
9 Functions 10 Numbers, Sequences, and Series 11 Topology, Limits, and Continuity 12 Differentiation 13 Optimization 14 Integration References
Part 3: Multivariable Calculus
15 Multivariable Functions 16 Derivatives and Gradients 17 Optimization in Multiple Variables References
Part 4: Probability Theory
18 What is Probability? 19 Random Variables and Distributions 20 The Expected Value References
Part 5: Appendix
Other Books You May Enjoy
Index
Appendix A It’s Just Logic 1. Appendix B The Structure of Mathematics 2. Appendix C Basics of Set Theory 3. Appendix D Complex Numbers

10.3 Series

There is a great pizza place in my hometown that I used to visit quite a lot. There, each pizza is packed in a box that contains a pizza coupon. Ten pizza coupons can be exchanged for a free pizza. This begs the question: how much pizza do you get with a single purchase?

Immediately, you’ll receive a pizza. You’ll also get 110-th of a pizza in the form of a coupon, making the “value” of the purchase at least 1 + -1 10 pizzas.

However, upon exchanging ten coupons, you get another one. Thus, a coupon represents 1- 10 + -1- 100 pizzas. Continuing with this logic, we’ll obtain that the true value of each purchase is

∑∞ -1--= 1+ 1--+ -1--+ .... n=0 10n 10 100

What is the value of this number? To find out, we’ll take a look at infinite series, a main pillar of mathematics. Infinite series (or series for short) are sums of the form

 ∞ ∑ an. n=1

Adding infinitely many terms together might seem like a trivial matter, but I assure you, this is far from the truth. For instance, consider the sum

∞∑ (− 1)n = 1− 1 + 1 − 1+ .... n=0

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