USF MSDS501 计算数据科学中文讲义·翻译完成

淩亂°似流年 2022-02-03 09:49 151阅读 0赞

> 原文：[parrt/msds501][parrt_msds501]
> 
> 译者：[飞龙][Link 1]
> 
> 协议：[CC BY-NC-SA 4.0][]
> 
> 欢迎任何人参与和完善：一个人可以走的很快，但是一群人却可以走的更远。

*  [ApacheCN 机器学习交流群 629470233][ApacheCN _ 629470233]
 *  [ApacheCN 学习资源][ApacheCN]

*  [在线阅读][Link 2]
 *  [PDF格式][PDF]
 *  [EPUB格式][EPUB]
 *  [MOBI格式][MOBI]
 *  [代码仓库][Link 3]

## 目录 ##

*  USF MSDS501 计算数据科学中文讲义
 *  [一、起步][Link 4]
    
     *  [1.1 一些动机（音频处理）][1.1]
     *  [1.2 Python 工具的初次尝试][1.2 Python]
     *  [1.3 播放声音][1.3]
 *  [二、设计和构建程序][Link 5]
    
     *  [2.1 编程导论][2.1]
     *  [2.2 在内存中表示数据][2.2]
     *  [2.3 计算模型][2.3]
     *  [2.4 Python 中的编程模式][2.4 Python]
     *  [2.5 数据别名][2.5]
     *  [2.6 使用函数组织你的代码][2.6]
     *  [2.7 如何阅读代码][2.7]
     *  [2.8 面向对象编程][2.8]
 *  [三、关键编程模式][Link 6]
    
     *  [3.1 加载文件][3.1]
     *  [3.2 数据帧][3.2]
     *  [3.3 操纵和可视化数据][3.3]
 *  [四、用于计算和优化的迭代式方法][Link 7]
    
     *  [4.1 生成均匀的随机数][4.1]
     *  [4.2 近似平方根][4.2]
     *  [4.3 单变量梯度下降][4.3]
 *  [五、常见编程工具][Link 8]
    
     *  [5.1 使用 bash 走向胜利][5.1 _ bash]
     *  [5.2 使用 git 版本控制工具][5.2 _ git]
     *  [5.3 在 Amazon Web Services 上启动虚拟机][5.3 _ Amazon Web Services]
 *  [六、可选][Link 9]
    
     *  [6.1 链表][6.1]

## 赞助我 ##

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[parrt_msds501]: https://github.com/parrt/msds501
[Link 1]: https://github.com/wizardforcel
[CC BY-NC-SA 4.0]: http://creativecommons.org/licenses/by-nc-sa/4.0/
[ApacheCN _ 629470233]: http://shang.qq.com/wpa/qunwpa?idkey=30e5f1123a79867570f665aa3a483ca404b1c3f77737bc01ec520ed5f078ddef
[ApacheCN]: http://www.apachecn.org/
[Link 2]: https://www.gitbook.com/book/wizardforcel/usf-msds501-notes/details
[PDF]: https://www.gitbook.com/download/pdf/book/wizardforcel/usf-msds501-notes
[EPUB]: https://www.gitbook.com/download/epub/book/wizardforcel/usf-msds501-notes
[MOBI]: https://www.gitbook.com/download/mobi/book/wizardforcel/usf-msds501-notes
[Link 3]: https://github.com/apachecn/usf-msds501-notes
[Link 4]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/1.md
[1.1]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/1.1_sound.md
[1.2 Python]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/1.2_hello.md
[1.3]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/1.3_sound.md
[Link 5]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/2.md
[2.1]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/2.1_programming.md
[2.2]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/2.2_data-in-memory.md
[2.3]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/2.3_computation.md
[2.4 Python]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/2.4_python-patterns.md
[2.5]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/2.5_aliasing.md
[2.6]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/2.6_functions.md
[2.7]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/2.7_reading-code.md
[2.8]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/2.8_OO.md
[Link 6]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/3.md
[3.1]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/3.1_files.md
[3.2]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/3.2_dataframes.md
[3.3]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/3.3_data.md
[Link 7]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/4.md
[4.1]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/4.1_random-uniform.md
[4.2]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/4.2_sqrt.md
[4.3]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/4.3_gradient-descent.md
[Link 8]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/5.md
[5.1 _ bash]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/5.1_bash-intro.md
[5.2 _ git]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/5.2_git.md
[5.3 _ Amazon Web Services]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/5.3_aws.md
[Link 9]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/6.md
[6.1]: https://github.com/apachecn/usf-msds501-notes-zh/blob/master/docs/6.1_linked-list.md
[16a9a6020cba34da_w_256_h_256_f_jpeg_s_47447]: https://user-gold-cdn.xitu.io/2019/5/9/16a9a6020cba34da?w=256&h=256&f=jpeg&s=47447