Book Description

If you know how to program, you have the skills to turn data into knowledge using the tools of probability and statistics. This concise introduction shows you how to perform statistical analysis computationally, rather than mathematically, with programs written in Python.

Youfll work with a case study throughout the book to help you learn the entire data analysis process?from collecting data and generating statistics to identifying patterns and testing hypotheses. Along the way, youfll become familiar with distributions, the rules of probability, visualization, and many other tools and concepts.

Develop your 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

Learn topics not usually covered in an introductory course, such as Bayesian estimation

Import data from almost any source using Python, rather than be limited to data that has been cleaned and formatted for statistics tools

Use statistical inference to answer questions about real-world data 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 Masterfs and Bachelorfs degrees from MIT. Book Details Paperback: 361 pages Publisher: OfReilly Media (July 3133) Language: English ISBN-31: 3669319336 ISBN-33: 999-3669319331 File Size: 36.9 MiB Hits: 3,333 times Code:

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