Programming statistics and probability applications are key to this vital transformation of data into knowledge and insight. Probability and statistics are also key to decision-making processes that data science is automating. Demystifying Probability and Statistics for Data Scientists with R illustrates statistics with the R programming language, an emerging tool in data science. Filled with techniques for data science and analytics programming, this book is written for students and professionals. It is focused on learning outcomes and problem solving. Beginning with the basics of R programming, data science, and probability, the book progresses to methods, testing, and experiment design. Highlights of the book include:
- Types of data and collection methods
- Data visualization methods
- Probability basics
- Random variables and distributions
- Sampling methods and confidence intervals and hypothesis testing
- Design of experiments
- Correlation and regression
- Chi square test
- Non-parametric tests
Programming statistics and probability applications are key to this vital transformation of data into knowledge and insight. Probability and statistics are also key to decision-making processes that data science is automating. Demystifying Probability and Statistics for Data Scientists with R illustrates statistics with the R programming language, an emerging tool in data science. Filled with techniques for data science and analytics programming, this book is written for students and professionals. It is focused on learning outcomes and problem solving. Beginning with the basics of R programming, data science, and probability, the book progresses to methods, testing, and experiment design. Highlights of the book include:
- Types of data and collection methods
- Data visualization methods
- Probability basics
- Random variables and distributions
- Sampling methods and confidence intervals and hypothesis testing
- Design of experiments
- Correlation and regression
- Chi square test
- Non-parametric tests

Demystifying Probability and Statistics for Data Scientists with R
400
Demystifying Probability and Statistics for Data Scientists with R
400Product Details
ISBN-13: | 9781032436210 |
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Publisher: | CRC Press |
Publication date: | 07/03/2026 |
Pages: | 400 |
Product dimensions: | 7.00(w) x 10.00(h) x (d) |