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Think Stats, Probability and Statistics for Programmers, Version 1.6.0

By Downey, Allen B.

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Book Id: WPLBN0003842472
Format Type: PDF eBook :
File Size:
Reproduction Date: 2015

Title: Think Stats, Probability and Statistics for Programmers, Version 1.6.0  
Author: Downey, Allen B.
Volume:
Language: English
Subject: Python Programmers., Programming, Programming
Collections: Online Programming Books
Historic
Publication Date:
2011
Publisher: Green Tea Press

Citation

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B.Downe, A. (2011). Think Stats, Probability and Statistics for Programmers, Version 1.6.0. Retrieved from http://kindle.worldlibrary.net/


Description
Description: If you have basic skills in Python, you can use them to learn concepts in probability and statistics. This new book emphasizes simple techniques you can use to explore real data sets and answer interesting statistical questionsIf 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., 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.

Table of Contents
TOC : Statistical Thinking for Programmers - Descriptive Statistics - Cumulative Distribution Functions - Continuous Distributions - Probability - Operations on Distributions - Hypothesis Testing - Estimation - Correlation.


 

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