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Think Stats: Exploratory Data Analysis (Second Edition) PDF

226 Pages·2014·10.4165 MB·other
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by Allen B. Downey| 2014| 226 pages| 10.4165| other

About Think Stats: Exploratory Data Analysis (Second 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.&nbsp;<p>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 behaviour, 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 is cleaned and formatted for statistics tools Use statistical inference to answer questions about real-world data.</p>

Detailed Information

Author:Allen B. Downey
Publication Year:2014
ISBN:1491907339
Pages:226
Language:other
File Size:10.4165
Format:PDF
Price:FREE
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