Think Stats: Exploratory Data Analysis
Language: English
Published by O'Reilly Media, 2014
- Softcover
- Used
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Used - Acceptable: All pages and the cover are intact, but shrink wrap, dust covers, or boxed set case may be missing. Pages may include limited notes, highlighting, or minor water damage but the text is readable. Item may be missing bundled media.
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- Title
- Think Stats: Exploratory Data Analysis
- Author
- Downey, Allen B.
- Publisher
- O'Reilly Media
- Publication year
- 2014
- Condition
- acceptable
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 1491907339
- ISBN 13
- 9781491907337
- Edition
- 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 code
- Run experiments to test statistical behavior, such as generating samples from several distributions
- Use simulations to understand concepts that are hard to grasp mathematically
- Import data from most sources with Python, rather than rely on data that’s cleaned and formatted for statistics tools
- Use statistical inference to answer questions about real-world data
"Synopsis" may belong to another edition of this title.
About the Author
Allen Downey is an Associate Professor of Computer Science at the Olin College of Engineering. He has taught computer science at Wellesley College, Colby College and U.C. Berkeley. He has a Ph.D. in Computer Science from U.C. Berkeley and Master’s and Bachelor’s degrees from MIT.
"About the title" may belong to another edition of this title.
clickgoodwillbooks
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