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Artikelnr.:
100637330
Modern Statistics: Intuition, Math, Python, R
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Artikelnr.:
100637330
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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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Besondere Merkmale
Comprehensive Learning
Covers statistics with a balanced mix of intuition, mathematical foundations, and hands-on programming in Python and R, making it accessible for learners at all levels.
Practical Applications
Includes real-world examples and projects, allowing users to apply statistical concepts directly in Python and R, bridging the gap between theory and practice.
User-Friendly Approach
Designed for both beginners and advanced users, offering clear explanations and structured guidance that enhances understanding and engagement with statistical methods.
Produktdetails
- 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) |
Für wen ist das Produkt geeignet?
-
Data Analysts
Ideal for data analysts needing a comprehensive resource for statistical techniques using both Python and R languages.
-
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.
PRODUKTBESCHREIBUNG
Haben Sie eine Frage? Mit uns chatten
Kundenfragen und -antworten
-
Frage:
What is the main focus of 'Modern Statistics: Intuition, Math, Python, R'?
Antworten: The book primarily focuses on providing a comprehensive understanding of modern statistical methods through a blend of intuitive explanations, mathematical theory, and practical applications using Python and R. It aims to equip readers with a solid foundation in statistics, allowing them to apply complex analytical techniques effectively in real-world scenarios, such as data analysis in scientific research or business decision-making. -
Frage:
Who is the target audience for this book?
Antworten: The target audience for 'Modern Statistics: Intuition, Math, Python, R' includes students, professionals, and researchers in fields that require data analysis skills. Whether you are a beginner wanting to delve into statistics or an experienced analyst looking to refine your skills with statistical programming tools, this book serves as a valuable resource that balances foundational concepts with advanced techniques suitable for various applications. -
Frage:
Can I learn Python and R programming through this book?
Antworten: Yes, the book integrates Python and R programming throughout its chapters, providing readers with practical coding examples to enhance their statistical understanding. The focus on these programming languages allows readers to not only learn statistical concepts but also gain hands-on experience in performing data manipulation, modeling, and visualization using these powerful tools, making it particularly beneficial for data science applications. -
Frage:
What statistical topics are covered in this book?
Antworten: The book covers a wide array of statistical topics, including descriptive statistics, inferential statistics, regression analysis, machine learning techniques, and Bayesian statistics. By exploring these concepts in both a theoretical and practical context, readers can develop a flexible approach to statistical issues. This makes the material especially useful for tackling diverse data challenges across different industries. -
Frage:
How does this book approach the teaching of statistics?
Antworten: The book adopts a unique approach by emphasizing intuition alongside mathematical principles. This duality helps demystify complex statistical concepts, enabling readers to develop a deeper understanding of how statistics can be applied. The combination of theory and practice, illustrated through coding examples, equips readers to confidently apply their knowledge in various contexts like research and business analytics. -
Frage:
Is prior knowledge of statistics required to understand the content?
Antworten: While a basic understanding of statistics can be helpful, 'Modern Statistics: Intuition, Math, Python, R' is structured to introduce concepts progressively, making it accessible even for beginners. The clear explanations and practical examples serve to bridge knowledge gaps, ensuring that readers can grasp the material regardless of their initial skill level, preparing them for advanced statistical analysis. -
Frage:
What makes this book different from other statistics texts?
Antworten: What sets this book apart is its integration of intuitive understanding with practical coding applications. While many statistics books focus solely on theory, this text encourages a hands-on approach by using Python and R as tools for statistical analysis. This dual approach not only aids in comprehension but also prepares readers for real-world data challenges, making it a unique resource in the field of statistics. -
Frage:
Can the book be used for self-study or is it intended for classroom use?
Antworten: The book is designed to be flexible, making it suitable for both self-study and classroom environments. Individuals can effectively use it to learn at their own pace, while educators can incorporate it into their curriculum to enhance interactive learning. Its accessibility and structured content make it a resourceful guide for anyone seeking to deepen their knowledge of modern statistics. -
Frage:
How are exercises and examples structured within the book?
Antworten: Exercises and examples within 'Modern Statistics: Intuition, Math, Python, R' are strategically placed to reinforce learning concepts introduced in each chapter. They include practical scenarios that require the application of statistical techniques, enabling readers to practice and solidify their understanding. Such a hands-on approach allows users to build confidence and proficiency, preparing them for practical implementations. -
Frage:
Where can I buy Modern Statistics: Intuition, Math, Python, R in Austria?
Antworten: You can purchase 'Modern Statistics: Intuition, Math, Python, R' on Ubuy. Ubuy provides a convenient platform for accessing this book, ensuring that readers in Austria can easily find and acquire it as part of their learning resources in statistics.
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Merkmale und Vorteile
- 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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