(EBOOK PDF) Think Stats Exploratory Data Analysis 2nd Edition by Allen Downey ISBN 1491907339 9781491907337 full chapters

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Product details:

ISBN 10: 1491907339

ISBN 13: 9781491907337

Author: Allen Downey 

Think Stats: Exploratory Data Analysis 2nd Edition: If you know how to program, you have the skills to turn data into knowledge, using tools of probability and statistics. This concise introduction shows you how to perform statistical analysis computationally, rather than mathematically, with programs written in Python.By working with a single case study throughout this thoroughly revised book, you’ll learn the entire process of exploratory data analysis—from collecting data and generating statistics to identifying patterns and testing hypotheses. You’ll explore distributions, rules of probability, visualization, and many other tools and concepts.New chapters on regression, time series analysis, survival analysis, and analytic methods will enrich your discoveries.Develop an understanding of probability and statistics by writing and testing codeRun experiments to test statistical behavior, such as generating samples from several distributionsUse simulations to understand concepts that are hard to grasp mathematicallyImport data from most sources with Python, rather than rely on data that’s cleaned and formatted for statistics toolsUse statistical inference to answer questions about real-world data

 

Think Stats: Exploratory Data Analysis 2nd Edition Table of contents:

• 1. Exploratory Data Analysis
• 2. Distributions
• 3. Probability Mass Functions
• 4. Cumulative Distribution Functions
• 5. Modeling Distributions
• 6. Probability Density Functions
• 7. Relationships Between Variables
• 8. Estimation
• 9. Hypothesis Testing
• 10. Linear Least Squares
• 11. Regression
• 12. Time Series Analysis
• 13. Survival Analysis
• 14. Analytic Methods

 

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