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Original file line number | Diff line number | Diff line change |
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# Python 数据科学实战 | ||
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```{tableofcontents} | ||
::::{grid} 2 | ||
:reverse: | ||
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:::{grid-item} | ||
:columns: 4 | ||
:class: sd-m-auto | ||
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||
::: | ||
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:::{grid-item} | ||
:columns: 8 | ||
:class: sd-fs-3 | ||
开源的、面向人文社科的、案例驱动的 Python 数据科学书籍。 | ||
|
||
% The SVG rendering breaks latex builds for the GitHub badge, so only include in HTML | ||
```{only} html | ||
[![](https://img.shields.io/github/stars/py-101/python-data-science?style=for-the-badge)](https://github.com/py-101/python-data-science) | ||
``` | ||
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||
::: | ||
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:::: | ||
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::::{card-carousel} 3 | ||
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:::{card} | ||
:margin: 3 | ||
:class-body: text-center | ||
:class-header: bg-light text-center | ||
**数据处理与计算 ✏️** | ||
^^^ | ||
|
||
使用NumPy 和 pandas 进行数学计算、数据预处理。使用 matplotlib 和 plotly 进行数据可视化。 | ||
::: | ||
|
||
:::{card} | ||
:margin: 3 | ||
:class-body: text-center | ||
:class-header: bg-light text-center | ||
**机器学习 🚀** | ||
^^^ | ||
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||
使用 PyTorch、scikit-learn 和 statsmodels 进行机器学习。 | ||
::: | ||
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||
:::: | ||
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## 主要作者 | ||
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::::{grid} | ||
:class-container: text-center | ||
:gutter: 3 | ||
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:::{grid-item-card} | ||
:link-type: doc | ||
:class-header: bg-light | ||
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鲁蔚征 | ||
^^^ | ||
|
||
中国人民大学助理研究员,CCF高性能计算专业委员会执行委员,主要研究大数据与机器学习系统,《Flink原理与实践》作者。 | ||
::: | ||
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||
:::: | ||
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## 赞赏与支持 | ||
|
||
如果您觉得本书有价值,您可通过支付宝或微信赞赏。 | ||
|
||
::::{card-carousel} 2 | ||
|
||
:::{card} | ||
:margin: 3 | ||
:class-body: text-center | ||
:class-header: bg-light text-center | ||
**支付宝** | ||
^^^ | ||
```{image} ./img/donate/alipay.png | ||
:height: 100 | ||
``` | ||
::: | ||
|
||
:::{card} | ||
:margin: 3 | ||
:class-body: text-center | ||
:class-header: bg-light text-center | ||
|
||
**微信** | ||
^^^ | ||
```{image} ./img/donate/wechat.png | ||
:height: 100 | ||
``` | ||
::: | ||
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||
:::: |
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -1,4 +1,98 @@ | ||
# Python 数据科学实战 | ||
|
||
```{tableofcontents} | ||
::::{grid} 2 | ||
:reverse: | ||
|
||
:::{grid-item} | ||
:columns: 4 | ||
:class: sd-m-auto | ||
|
||
|
||
::: | ||
|
||
:::{grid-item} | ||
:columns: 8 | ||
:class: sd-fs-3 | ||
开源的、面向人文社科的、案例驱动的 Python 数据科学书籍。 | ||
|
||
% The SVG rendering breaks latex builds for the GitHub badge, so only include in HTML | ||
```{only} html | ||
[![](https://img.shields.io/github/stars/py-101/python-data-science?style=for-the-badge)](https://github.com/py-101/python-data-science) | ||
``` | ||
|
||
::: | ||
|
||
:::: | ||
|
||
::::{card-carousel} 3 | ||
|
||
:::{card} | ||
:margin: 3 | ||
:class-body: text-center | ||
:class-header: bg-light text-center | ||
**数据处理与计算 ✏️** | ||
^^^ | ||
|
||
使用NumPy 和 pandas 进行数学计算、数据预处理。使用 matplotlib 和 plotly 进行数据可视化。 | ||
::: | ||
|
||
:::{card} | ||
:margin: 3 | ||
:class-body: text-center | ||
:class-header: bg-light text-center | ||
**机器学习 🚀** | ||
^^^ | ||
|
||
使用 PyTorch、scikit-learn 和 statsmodels 进行机器学习。 | ||
::: | ||
|
||
:::: | ||
|
||
## 主要作者 | ||
|
||
::::{grid} | ||
:class-container: text-center | ||
:gutter: 3 | ||
|
||
:::{grid-item-card} | ||
:link-type: doc | ||
:class-header: bg-light | ||
|
||
鲁蔚征 | ||
^^^ | ||
|
||
中国人民大学助理研究员,CCF高性能计算专业委员会执行委员,主要研究大数据与机器学习系统,《Flink原理与实践》作者。 | ||
::: | ||
|
||
:::: | ||
|
||
## 赞赏与支持 | ||
|
||
如果您觉得本书有价值,您可通过支付宝或微信赞赏。 | ||
|
||
::::{card-carousel} 2 | ||
|
||
:::{card} | ||
:margin: 3 | ||
:class-body: text-center | ||
:class-header: bg-light text-center | ||
**支付宝** | ||
^^^ | ||
```{image} ./img/donate/alipay.png | ||
:height: 100 | ||
``` | ||
::: | ||
|
||
:::{card} | ||
:margin: 3 | ||
:class-body: text-center | ||
:class-header: bg-light text-center | ||
|
||
**微信** | ||
^^^ | ||
```{image} ./img/donate/wechat.png | ||
:height: 100 | ||
``` | ||
::: | ||
|
||
:::: |