Think Stats: Exploratory Data Analysis, 2nd Edition

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

    Byworking with a single case study throughout this thoroughly revised book,you’ll learn the entire process of exploratory data analysis—from collectingdata and generating statistics to identifying patterns and testing hypotheses.You’ll explore distributions, rules of probability, visualization, and manyother tools and concepts.

    Newchapters on regression, time series analysis, survival analysis, and analyticmethods 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

    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.

     

    Books
    Author
    Allen B. Downey
    Binding
    Paperback
    Condition Type
    New
    Country Origin
    India
    Edition
    Second
    Gift Wrap
    No
    Lead time to ship in days (if not in stock)
    12-15 Days
    Leadtime to ship in days (default)
    Usually Ships in 1-2 Days
    Publication Date
    2014
    Publisher
    Shroff/O'Reilly
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