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- Statistical Application Development with R and Python. Develop applications using data processing, statistical models, and CART - Second Edition
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Statistical Application Development with R and Python. Develop applications using data processing, statistical models, and CART - Second Edition
Prabhanjan Narayanachar Tattar
Ebook
Statistical Analysis involves collecting and examining data to describe the nature of data that needs to be analyzed. It helps you explore the relation of data and build models to make better decisions.
This book explores statistical concepts along with R and Python, which are well integrated from the word go. Almost every concept has an R code going with it which exemplifies the strength of R and applications. The R code and programs have been further strengthened with equivalent Python programs. Thus, you will first understand the data characteristics, descriptive statistics and the exploratory attitude, which will give you firm footing of data analysis. Statistical inference will complete the technical footing of statistical methods. Regression, linear, logistic modeling, and CART, builds the essential toolkit. This will help you complete complex problems in the real world.
You will begin with a brief understanding of the nature of data and end with modern and advanced statistical models like CART. Every step is taken with DATA and R code, and further enhanced by Python.
The data analysis journey begins with exploratory analysis, which is more than simple, descriptive, data summaries. You will then apply linear regression modeling, and end with logistic regression, CART, and spatial statistics.
By the end of this book you will be able to apply your statistical learning in major domains at work or in your projects.
This book explores statistical concepts along with R and Python, which are well integrated from the word go. Almost every concept has an R code going with it which exemplifies the strength of R and applications. The R code and programs have been further strengthened with equivalent Python programs. Thus, you will first understand the data characteristics, descriptive statistics and the exploratory attitude, which will give you firm footing of data analysis. Statistical inference will complete the technical footing of statistical methods. Regression, linear, logistic modeling, and CART, builds the essential toolkit. This will help you complete complex problems in the real world.
You will begin with a brief understanding of the nature of data and end with modern and advanced statistical models like CART. Every step is taken with DATA and R code, and further enhanced by Python.
The data analysis journey begins with exploratory analysis, which is more than simple, descriptive, data summaries. You will then apply linear regression modeling, and end with logistic regression, CART, and spatial statistics.
By the end of this book you will be able to apply your statistical learning in major domains at work or in your projects.
- 1. DATA CHARACTERISTICS
- 2. IMPORT/EXPORT DATA
- 3. DATA VISUALIZATION
- 4. EXPLORATORY ANALYSIS
- 5. STATISTICAL INFERENCE
- 6. LINEAR REGRESSION ANALYSIS
- 7. THE LOGISTIC REGRESSION MODEL
- 8. REGRESSION MODELS WITH REGULARIZATION
- 9. CLASSIFICATION AND REGRESSION TREES
- 10. CART AND BEYOND
- Title: Statistical Application Development with R and Python. Develop applications using data processing, statistical models, and CART - Second Edition
- Author: Prabhanjan Narayanachar Tattar
- Original title: Statistical Application Development with R and Python. Develop applications using data processing, statistical models, and CART - Second Edition
- ISBN: 9781788622264, 9781788622264
- Date of issue: 2017-08-31
- Format: Ebook
- Item ID: e_15ov
- Publisher: Packt Publishing