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Modern Statistics: Intuition, Math, Python, R
87% of respondents would recommend this to a friend
HNL 1265
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Modern Statistics: Intuition, Math, Python, R is an indispensable resource for those seeking to deepen their understanding of statistical methodologies and their applications in the modern digital era.
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- All code files and exercise solutions are available at https://github.com/mikexcohen/Statistics_bookModern Statistics: Intuition, Math, Python, R is an authoritative and comprehensive textbook designed to guide university students and professionals through the intricate world of statistics, data science, and machine learning. This extensive 700-page volume, with its impressive array of 390 figures and over 35,000 lines of code (all code and a sample chapter are freely available on github), offers a unique blend of theoretical and practical knowledge, making it an indispensable resource for those seeking to deepen their understanding of statistical methodologies and their applications in the modern digital era.Beginning with foundational concepts, the book delves into what data are and how they can be visualized, setting the stage for more complex subjects. It covers key areas such as descriptive statistics, data simulation, transformations, and data quality assessment and improvement, providing a robust framework for data analysis. The exploration of probability theory, sampling, and distributions paves the way for an in-depth discussion of hypothesis testing, including a detailed examination of the t-test family.The book places a strong emphasis on the practical implementation of statistical techniques, with extensive Python and R code examples that bring to life the concepts of correlations, confidence intervals, ANOVA, and regression analysis. The chapters on permutation tests, power and sample size calculations, biases, and data communication underscore the importance of robust statistical practice and effective data storytelling in research and professional settings.This textbook is not only a rich source of statistical knowledge but also a practical guide to applying these concepts using the latest software tools. It bridges the gap between statistical theory and real-world data analysis, ensuring readers are equipped to tackle complex data challenges with confidence.Whether you are a student embarking on your statistical journey or a seasoned professional looking to refine your skills, Modern Statistics: Intuition, Math, Python, R is a vital addition to your educational toolkit.Targeted at those who appreciate the rigor of statistical analysis and the nuances of data interpretation, this book is a testament to the ever-evolving field of statistics and its pivotal role in the age of data science and machine learning.
| Publisher | Independently published |
| Publication date | December 20, 2023 |
| Language | English |
| Print length | 694 pages |
| ISBN-13 | 979-8867723736 |
| Item Weight | 2.67 pounds (1.21 kg) |
| Reading age | 13 - 18 years |
| Dimensions | 7.44 x 1.57 x 9.69 inches (18.9 x 4 x 24.6 cm) |
Who Should Buy?
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Data Analysts
Ideal for data analysts needing a comprehensive resource for statistical techniques using both Python and R languages.
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Students of Statistics
Great for students seeking to build a strong statistical foundation with an emphasis on intuition and practical applications.
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Self-Learners
Perfect for self-learners wanting an engaging mix of mathematical theory and hands-on coding experience to enhance understanding.
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Complete Beginners
Not suitable for absolute beginners with no prior knowledge in statistics or programming languages like Python and R.
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Research Editorial Review
Dr. Cohen's "Modern Statistics: Intuition, Math, Python, R" has garnered significant praise for its accessible and engaging approach to teaching statistics. Reviewers have highlighted the author's ability to simplify complex concepts, making them especially beneficial for readers who may lack a formal background in neuroscience or experimental methods. The book is appreciated for its intuitive explanations, which make it easier for beginners to grasp essential statistical ideas, such as identifying outliers and understanding that there's no universal solution to data analysis problems. Readers have expressed that this text stands out among typical introductory statistics books, favoring its methods-focused approach over traditional mathematical rigor. Many have found the coding exercises included throughout the book to be particularly valuable, as they reinforce the statistical concepts presented. The wide margins also enhance the learning experience, allowing for note-taking that further supports understanding. Overall, "Modern Statistics" is regarded as an essential resource for anyone keen on developing a solid grasp of statistics in a practical, engaging manner. Whether one is new to the subject or transitioning from traditional learning methods, this book is positioned as a crucial tool for developing a more intuitive understanding of statistics today. **
Customer Reviews & Ratings
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5 estrella
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ventajas
- Clear, engaging writing style
- Accessible for readers without a neuroscience or experimental background
- Intuitive explanations of statistical concepts
- Emphasizes practical understanding over rigorous mathematics
- Valuable coding exercises to reinforce content
- Wide margins for note-taking
Contras
- May not satisfy readers looking for advanced mathematical rigor
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características y beneficios
- Comprehensive textbook for university students and professionals
- Covers foundational concepts to complex statistical subjects
- Emphasis on practical implementation with Python and R code examples
- Bridges the gap between statistical theory and real-world data analysis
- Focus on statistical practice and effective data storytelling
- Vital addition to educational toolkit for statistical analysis and data interpretation
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