Introduction to Modern Statistics by Mine Çetinkaya-Rundel and Johanna Hardin
Introduction to Modern Statistics - Table of Contents
- 1. Fundamentals & Introduction to Data Collection
- 2. Graphical & Numerical Exploratory Data Analysis
- 3. Principles of Linear & Multiple Regression Modeling
- 4. Mathematical Foundations of Statistical Inference
- 5. Hypothesis Testing & Statistical Inference Techniques
- 6. Advanced Logistic & Multivariate Inferential Modeling
What You Will Learn in Introduction to Modern Statistics
Introduction to Modern Statistics by Mine Çetinkaya-Rundel and Johanna Hardin is a comprehensive computational guide designed for university undergraduates and data analysis practitioners. Serving as an essential modern statistics textbook for data science students, this volume modernizes traditional statistics around tidy data and R computing workflows.
Çetinkaya-Rundel and Hardin’s intuitive pedagogy enables readers to learn modern statistics and data science step-by-step. Topics transition seamlessly from exploratory data graphics and linear modeling to bootstrap resampling, hypothesis testing, and multiple regression, making this a complete introduction to modern statistics pdf study reference.
Ideal for introductory college statistics, empirical researchers, and self-learners, this open-access OpenIntro project offers an outstanding free data analysis and statistics textbook for beginners. Available as an accessible educational reference, it stands as an indispensable applied statistics study guide for self-learners mastering empirical inference.
Book Details & Specifications
Title:
Introduction to Modern Statistics by Mine Çetinkaya-Rundel and Johanna Hardin
Publisher:
OpenIntro
Year:
2024
Pages:
510
Type:
PDF
Language:
English
ISBN-10 #:
1943450277
ISBN-13 #:
978-1943450275
License:
CC BY-NC-SA 4.0
Amazon:
Amazon
About the Author: Mine Çetinkaya-Rundel
The author Mine Çetinkaya-Rundel
(Duke University / Posit) and Johanna Hardin (Pomona College) are internationally renowned statistics educators, leaders in data science pedagogy, and core leaders of the OpenIntro project dedicated to high-quality free learning materials.
Their open-access textbook, Introduction to Modern Statistics PDF by Mine Çetinkaya-Rundel and Johanna Hardin, is widely adopted by top universities globally for its modern, computation-first approach to statistical education.
Read or Downloadable Introduction to Modern Statistics
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