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The Statistics and Machine Learning with R Workshop

You're reading from  The Statistics and Machine Learning with R Workshop

Product type Book
Published in Oct 2023
Publisher Packt
ISBN-13 9781803240305
Pages 516 pages
Edition 1st Edition
Languages
Author (1):
Liu Peng Liu Peng
Profile icon Liu Peng

Table of Contents (20) Chapters

Preface 1. Part 1:Statistics Essentials
2. Chapter 1: Getting Started with R 3. Chapter 2: Data Processing with dplyr 4. Chapter 3: Intermediate Data Processing 5. Chapter 4: Data Visualization with ggplot2 6. Chapter 5: Exploratory Data Analysis 7. Chapter 6: Effective Reporting with R Markdown 8. Part 2:Fundamentals of Linear Algebra and Calculus in R
9. Chapter 7: Linear Algebra in R 10. Chapter 8: Intermediate Linear Algebra in R 11. Chapter 9: Calculus in R 12. Part 3:Fundamentals of Mathematical Statistics in R
13. Chapter 10: Probability Basics 14. Chapter 11: Statistical Estimation 15. Chapter 12: Linear Regression in R 16. Chapter 13: Logistic Regression in R 17. Chapter 14: Bayesian Statistics 18. Index 19. Other Books You May Enjoy

Introducing calculus

Calculus is a branch of mathematics that studies the rate of change, such as the slope of a curve at any point. It is a fundamental subject widely used in many areas, including physics, economics, finance, optimization, artificial intelligence (AI), and more. Calculus was first developed by two gentlemen in the late 17th century: Gottfried Leibniz and Isaac Newton. Newton first developed calculus to analyze physical systems, while Leibniz independently developed the resulting notations we use today. Compared with basic math, which uses operations such as addition or subtraction, calculus applies functions and integrals to study the rate of change. Here, the rate of change can be regarded as the velocity, measuring how fast f(x) changes as x changes. Such changes also have a direction, meaning whether f(x) increases or decreases as x increases.

Similarly, we can measure how fast the rate of change of f(x) changes as x changes. Such a measure is called acceleration...

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