Think Stats: Exploratory Data Analysis (Second Edition)

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Business & Economics - Mathematical Economics
Think Stats: Exploratory Data Analysis...

Think Stats: Exploratory Data Analysis (Second Edition)

Name: Think Stats: Exploratory Data Analysis (Second Edition)
ISBN: 9781491907375

Allen B. Downey

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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 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.

Kategorije:

Business & Economics - Mathematical Economics

Godina:

2015

Izdanje:

Second edition

Izdavač:

O'Reilly Media, Inc.

Jezik:

english

Strane:

225