Think Stats pdf epub mobi txt 电子书下载 2024

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Allen B. Downey

O'Reilly Media

2011-7-22

140

USD 29.99

Paperback

9781449307110

图书标签: 统计学数据分析 O'Reilly 统计 statistics Python 编程机器学习

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发表于2024-12-23

Think Stats epub 下载 mobi 下载 pdf 下载 txt 电子书下载 2024

Think Stats pdf epub mobi txt 电子书下载 2024

图书描述

If 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.

You'll work with a case study throughout the book to help you learn the entire data analysis process—from collecting data and generating statistics to identifying patterns and testing hypotheses. Along the way, you'll become familiar with distributions, the rules of probability, visualization, and many other tools and concepts.

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

Think Stats 下载 mobi epub pdf txt 电子书

著者简介

Allen Downey is a 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.