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出版者:O'Reilly Media

作者:Allen B. Downey

出品人:

页数:140

译者:

出版时间:2011-7-22

价格:USD 29.99

装帧:Paperback

isbn号码:9781449307110

丛书系列:

图书标签:

统计学
数据分析
O'Reilly
统计
statistics
Python
编程
机器学习
编程
统计学
数据分析
概率
Python
书籍
科学计算
数据可视化
思维
学习

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具体描述

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

作者简介

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.