An Introduction to Statistics with Python: With Applications in the Life Sciences (Hardcover)

Thomas Haslwanter

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商品描述

This textbook provides an introduction to the free software Python and its use for statistical data analysis. It covers common statistical tests for continuous, discrete and categorical data, as well as linear regression analysis and topics from survival analysis and Bayesian statistics. Working code and data for Python solutions for each test, together with easy-to-follow Python examples, can be reproduced by the reader and reinforce their immediate understanding of the topic. With recent advances in the Python ecosystem, Python has become a popular language for scientific computing, offering a powerful environment for statistical data analysis and an interesting alternative to R. The book is intended for master and PhD students, mainly from the life and medical sciences, with a basic knowledge of statistics. As it also provides some statistics background, the book can be used by anyone who wants to perform a statistical data analysis.   

  

 

商品描述(中文翻譯)

這本教科書介紹了自由軟體Python及其在統計數據分析中的應用。它涵蓋了連續、離散和分類數據的常見統計測試,以及線性回歸分析、生存分析和貝葉斯統計的主題。每個測試的Python解決方案都提供了可供讀者複製並加深對該主題的即時理解的工作代碼和數據,並附有易於理解的Python示例。隨著Python生態系統的最新進展,Python已成為科學計算的流行語言,為統計數據分析提供了強大的環境,並成為R的有趣替代品。本書主要針對生命和醫學科學的碩士和博士生,具備基本統計知識。由於它還提供了一些統計背景,任何想進行統計數據分析的人都可以使用本書。