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Think Stats / Edition 2
     

Think Stats / Edition 2

by Allen B. Downey
 

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ISBN-10: 1491907339

ISBN-13: 9781491907337

Pub. Date: 10/27/2014

Publisher: O'Reilly Media, Incorporated

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

Overview

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

Product Details

ISBN-13:
9781491907337
Publisher:
O'Reilly Media, Incorporated
Publication date:
10/27/2014
Pages:
226
Sales rank:
388,576
Product dimensions:
6.90(w) x 9.10(h) x 0.60(d)

Table of Contents

Preface

Chapter 1: Statistical Thinking for Programmers

Chapter 2: Descriptive Statistics

Chapter 3: Cumulative Distribution Functions

Chapter 4: Continuous Distributions

Chapter 5: Probability

Chapter 6: Operations on Distributions

Chapter 7: Hypothesis Testing

Chapter 8: Estimation

Chapter 9: Correlation

Colophon

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