Think Stats pdf epub mobi txt 電子書下載2025

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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.

出版者:O'Reilly Media

作者:Allen B. Downey

出品人:

頁數:140

译者:

出版時間:2011-7-22

價格:USD 29.99

裝幀:Paperback

isbn號碼:9781449307110

叢書系列:

圖書標籤:

統計學
數據分析
O'Reilly
統計
statistics
Python
編程
機器學習

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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

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代码跑出来的概率统计问题；程序员的概率统计开心辞典；开放数据集，全代码攻略。现实工作中，人们常被要求用数据说话。可是，数据自己是不能说话的，只有对它进行可靠分析和深入挖掘才能找到有价值的信息。概率统计是数据分析的通用语言，是大数据时代预测未来的根基。站...

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用程序實現和圖形化的辦法來理解概率統計的基本概念。細節不夠。

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其實icl開學第一堂課教數據分析是平均數和方差，很好羨慕老外的初高中的知識樹，也難怪GRE數學這麼簡單。所以我一直覺得中國初高中的數學和物理課的講的太難瞭，就為瞭高考，有個屁用。

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一本介紹統計學的入門書，以python作為代碼實現。一個有特色的地方是在介紹統計學概念的時候都直接引用瞭維基百科的條目，供讀者自行查閱。自己讀下來覺得不算很難，程序員可以藉此入門統計學。

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不涉及數學，從程序入手，重點在於通過Monte Carlo模擬理解統計概念。有點浪費時間，沒學到什麼新東西。而且我一直學的是Python 3，書裏的程序是Python 2的，改起來也很麻煩。

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Think Stats pdf epub mobi txt 電子書 下載2025

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Think Stats pdf epub mobi txt 電子書下載2025