Demystifying Probability and Statistics for Data Scientists with R
Autor Dheva Rajan S., Pethuru Raj Chelliah, Selvagopal P., B. Sundaravadivazhagnen Limba Engleză Paperback – 3 iul 2026
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
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Specificații
ISBN-13: 9781032436210
ISBN-10: 1032436212
Pagini: 400
Ilustrații: 202
Dimensiuni: 178 x 254 mm
Ediția:1
Editura: CRC Press
Colecția Auerbach Publications
ISBN-10: 1032436212
Pagini: 400
Ilustrații: 202
Dimensiuni: 178 x 254 mm
Ediția:1
Editura: CRC Press
Colecția Auerbach Publications
Public țintă
Professional ReferenceCuprins
1. Demystifying the Data Science Paradigm 2. Illustrating Machine Learning (ML) Algorithms 3. Data Science with R 4. Types of Data and Collection Methods 5. Data Visualization Methods 6. Data Description 7. Probability Basics 8. Random Variables and Distributions 9. Sampling Methods and Confidence Intervals and Hypothesis Testing 10. Design of Experiments 11. Correlation and Regression 12. Chi Square Test 13. Non-Parametric Tests
Notă biografică
Dr. Dheva Rajan S. presently works as a professor at University of Technology and Applied Sciences, Al Mussanah, Oman. He has more than 15 years of experience in academics and research.
Dr. Pethuru Raj is a chief architect at Reliance Jio Platforms Ltd. (JPL) Bangalore.
Dr. Selvagopal P. presently is the Head of the Department of Mathematics in Anna Vinayagar Arts & Science College, Nagercoil, India.
Dr. B. Sundaravadivazhagan is a professor in the Department of Information Technology at the University of Technology and Applied Sciences-Al Mussanah, Oman. He is a Senior Member of the Institute of Electrical and Electronics Engineers.
Dr. Pethuru Raj is a chief architect at Reliance Jio Platforms Ltd. (JPL) Bangalore.
Dr. Selvagopal P. presently is the Head of the Department of Mathematics in Anna Vinayagar Arts & Science College, Nagercoil, India.
Dr. B. Sundaravadivazhagan is a professor in the Department of Information Technology at the University of Technology and Applied Sciences-Al Mussanah, Oman. He is a Senior Member of the Institute of Electrical and Electronics Engineers.
Descriere
This book illustrates statistics with the R programming language, an emerging tool in data science. Filled with techniques for data science and analytics programming, the book is written for students and professionals. It is focused on learning outcomes and problem solving.