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# 数据科学和人工智能技术笔记
> 原文:[donnemartin/data-science-ipython-notebooks](https://github.com/donnemartin/data-science-ipython-notebooks)
>
> 译者:[飞龙](https://github.com/wizardforcel)
>
> 协议:[CC BY-NC-SA 4.0](http://creativecommons.org/licenses/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](http://shang.qq.com/wpa/qunwpa?idkey=30e5f1123a79867570f665aa3a483ca404b1c3f77737bc01ec520ed5f078ddef)
+ [ApacheCN 学习资源](http://www.apachecn.org/)
<!-- break -->
+ [在线阅读](https://www.gitbook.com/book/wizardforcel/ds-ipynb/details)
+ [PDF格式](https://www.gitbook.com/download/pdf/book/wizardforcel/ds-ipynb)
+ [EPUB格式](https://www.gitbook.com/download/epub/book/wizardforcel/ds-ipynb)
+ [MOBI格式](https://www.gitbook.com/download/mobi/book/wizardforcel/ds-ipynb)
+ [代码仓库](https://github.com/apachecn/ds-ipynb-zh)
## 赞助我
![](http://ww1.sinaimg.cn/large/841aea59ly1fx0qnvulnjj2074074747.jpg)
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+ [数据科学 IPython 笔记本](README.md)
+ [一、TensorFlow](1.md)
+ [二、TensorFlow 练习](2.md)
+ [三、Theano](3.md)
+ [四、Keras](4.md)
+ [五、scikit-learn](5.md)
+ [六、SciPy 统计推断](6.md)
+ [七、Pandas](7.md)
+ [7.1 Pandas](7.1.md)
+ [7.2 数据整理](7.2.md)
+ [7.3 Pandas 数据操作](7.3.md)
+ [7.4 Pandas 对象介绍](7.4.md)
+ [7.5 数据索引和选择](7.5.md)
+ [7.6 Pandas 中的数据操作](7.6.md)
+ [7.7 处理缺失数据](7.7.md)
+ [7.8 分层索引](7.8.md)
+ [7.9 组合数据集:连接和附加](7.9.md)
+ [7.10 组合数据集:合并和连接](7.10.md)
+ [7.11 聚合和分组](7.11.md)
+ [7.12 透视表](7.12.md)
+ [7.13 向量化字符串操作](7.13.md)
+ [7.14 处理时间序列](7.14.md)
+ [7.15 高性能 Pandas:`eval()`和`query()`](7.15.md)
+ [八、Matplotlib](8.md)
+ [8.1 matplotlib](8.1.md)
+ [8.2 Matplotlib 的应用](8.2.md)
+ [8.3 Matplotlib 可视化](8.3.md)
+ [8.4 简单的折线图](8.4.md)
+ [8.5 简单的散点图](8.5.md)
+ [8.6 可视化误差](8.6.md)
+ [8.7 密度和等高线图](8.7.md)
+ [8.8 直方图,分箱和密度](8.8.md)
+ [8.9 自定义图例](8.9.md)
+ [8.10 自定义颜色条](8.10.md)
+ [8.11 多个子图](8.11.md)
+ [8.12 文本和注解](8.12.md)
+ [8.13 自定义刻度](8.13.md)
+ [8.14 自定义 Matplotlib:配置和样式表](8.14.md)
+ [8.15 Matplotlib 中的三维绘图](8.15.md)
+ [8.16 地理数据和 Basemap](8.16.md)
+ [8.17 使用 Seaborn 的可视化](8.17.md)
+ [九、NumPy](9.md)
+ [9.1 NumPy](9.1.md)
+ [9.2 NumPy 简介](9.2.md)
+ [9.3 理解 Python 中的数据类型](9.3.md)
+ [9.4 NumPy 数组的基础](9.4.md)
+ [9.5 NumPy 数组上的计算:通用函数](9.5.md)
+ [9.6 聚合:最小、最大和之间的任何东西](9.6.md)
+ [9.7 数组上的计算:广播](9.7.md)
+ [9.8 比较,掩码和布尔逻辑](9.8.md)
+ [9.9 花式索引](9.9.md)
+ [9.10 数组排序](9.10.md)
+ [9.11 结构化数据:NumPy 的结构化数组](9.11.md)
# 八、Matplotlib
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