From 53b9eb4b5087b1b4eb10cad4bc17fbe9b0da31a7 Mon Sep 17 00:00:00 2001 From: AIboy996 <2207854887@qq.com> Date: Tue, 12 Mar 2024 17:41:11 +0800 Subject: [PATCH] update major classes --- docs/About/index.md | 2 +- docs/Project/AirPrint-with-Python.md | 1 - docs/Project/Course-Selection-System.md | 1 - docs/Project/plt-gallery.md | 1 - docs/Project/pymd.md | 1 - docs/Project/qrq.md | 1 - .../matplotlib/assets/2024-03-12-15-09-00.png | Bin 0 -> 179817 bytes .../ThirdPartyLibrary/matplotlib/index.md | 145 +++++++++++++++++- .../ThirdPartyLibrary/matplotlib/plt.md | 5 +- .../ThirdPartyLibrary/matplotlib/subplots.md | 5 +- docs/Python/ThirdPartyLibrary/numpy/index.md | 2 +- .../Python/ThirdPartyLibrary/numpy/ndarray.md | 1 - .../ThirdPartyLibrary/pandas/dataframe.md | 1 - .../Python/ThirdPartyLibrary/pytorch/model.md | 6 + .../ThirdPartyLibrary/pytorch/multi_gpu.md | 1 - .../ThirdPartyLibrary/pytorch/tensor.md | 1 - docs/Statistics/Data_Mining.md | 8 - ...attern_Recognition_and_Machine_Learning.md | 8 - docs/Statistics/{ => basic}/Calculus.md | 1 + docs/Statistics/{ => basic}/Linear_Algebra.md | 1 + .../{ => basic}/Operations_Research.md | 1 + ...lity_Theory_and_Mathematical_Statistics.md | 2 + .../{ => basic}/Statistical_Software.md | 4 + docs/Statistics/elective/Algorithm.md | 9 ++ .../Computational_Statistics.md | 3 +- docs/Statistics/elective/DSPython.md | 9 ++ docs/Statistics/elective/Data_Mining.md | 9 ++ docs/Statistics/elective/Database.md | 9 ++ docs/Statistics/elective/OpenMMLab.md | 9 ++ ...attern_Recognition_and_Machine_Learning.md | 9 ++ docs/Statistics/elective/SeniorPython.md | 9 ++ docs/Statistics/index.md | 9 +- .../postgrad/Convex_Optimization.md | 9 ++ .../Statistics/postgrad/Numerical_Analysis.md | 9 ++ .../Statistics/postgrad/Probability_Theory.md | 9 ++ docs/Statistics/postgrad/Time_Series.md | 9 ++ docs/Statistics/postgrad/journal_club.md | 12 ++ .../Categorical_Data_Analysis.md | 3 +- .../Multivariate_Analysis.md | 3 +- .../Nonparametric_Statistics.md | 4 +- .../{ => specialized}/Regression_Analysis.md | 3 +- docs/Statistics/{ => specialized}/Sampling.md | 3 +- .../Statistical_Inference.md | 4 +- .../{ => specialized}/Stochastic_Process.md | 3 +- .../{ => specialized}/Time_Series_Analysis.md | 3 +- mkdocs.yml | 46 ++++-- 46 files changed, 334 insertions(+), 60 deletions(-) create mode 100644 docs/Python/ThirdPartyLibrary/matplotlib/assets/2024-03-12-15-09-00.png create mode 100644 docs/Python/ThirdPartyLibrary/pytorch/model.md delete mode 100644 docs/Statistics/Data_Mining.md delete mode 100644 docs/Statistics/Pattern_Recognition_and_Machine_Learning.md rename docs/Statistics/{ => basic}/Calculus.md (95%) rename docs/Statistics/{ => basic}/Linear_Algebra.md (94%) rename docs/Statistics/{ => basic}/Operations_Research.md (94%) rename docs/Statistics/{ => basic}/Probability_Theory_and_Mathematical_Statistics.md (91%) rename docs/Statistics/{ => basic}/Statistical_Software.md (78%) create mode 100644 docs/Statistics/elective/Algorithm.md rename docs/Statistics/{ => elective}/Computational_Statistics.md (62%) create mode 100644 docs/Statistics/elective/DSPython.md create mode 100644 docs/Statistics/elective/Data_Mining.md create mode 100644 docs/Statistics/elective/Database.md create mode 100644 docs/Statistics/elective/OpenMMLab.md create mode 100644 docs/Statistics/elective/Pattern_Recognition_and_Machine_Learning.md create mode 100644 docs/Statistics/elective/SeniorPython.md create mode 100644 docs/Statistics/postgrad/Convex_Optimization.md create mode 100644 docs/Statistics/postgrad/Numerical_Analysis.md create mode 100644 docs/Statistics/postgrad/Probability_Theory.md create mode 100644 docs/Statistics/postgrad/Time_Series.md create mode 100644 docs/Statistics/postgrad/journal_club.md rename docs/Statistics/{ => specialized}/Categorical_Data_Analysis.md (59%) rename docs/Statistics/{ => specialized}/Multivariate_Analysis.md (51%) rename docs/Statistics/{ => specialized}/Nonparametric_Statistics.md (59%) rename docs/Statistics/{ => specialized}/Regression_Analysis.md (51%) rename docs/Statistics/{ => specialized}/Sampling.md (51%) rename docs/Statistics/{ => specialized}/Statistical_Inference.md (54%) rename docs/Statistics/{ => specialized}/Stochastic_Process.md (51%) rename docs/Statistics/{ => specialized}/Time_Series_Analysis.md (59%) diff --git a/docs/About/index.md b/docs/About/index.md index b9359113d..af78c90ed 100644 --- a/docs/About/index.md +++ b/docs/About/index.md @@ -17,7 +17,7 @@ hide: - [**Blog**](../Blog):博客板块,记录日常的博客。 - [**Python**](../Python):Python板块,包含基础、高级语法知识和各种库的使用。 - [**Project**](../Project):项目板块,本人的一些开源项目。 -- [**Statistics**](../Statistics):统计学相关。 +- [**Statistics**](../Statistics):鄙人专业相关。 - [**SomeMath**](../SomeMath):数学相关。 - [**PlayGround**](../Playground):用来调试mkdocs-material提供的markdown的扩展语法 - [**Tags**](../Tags/):👇 diff --git a/docs/Project/AirPrint-with-Python.md b/docs/Project/AirPrint-with-Python.md index a4dc77622..d0b169fd2 100644 --- a/docs/Project/AirPrint-with-Python.md +++ b/docs/Project/AirPrint-with-Python.md @@ -1,5 +1,4 @@ --- -title: 基于Python的AirPrint虚拟打印机 tags: - python项目 - 开源项目 diff --git a/docs/Project/Course-Selection-System.md b/docs/Project/Course-Selection-System.md index ff862ee77..6915f4014 100644 --- a/docs/Project/Course-Selection-System.md +++ b/docs/Project/Course-Selection-System.md @@ -1,5 +1,4 @@ --- -title: 基于Django的选课系统 tags: - Django - python项目 diff --git a/docs/Project/plt-gallery.md b/docs/Project/plt-gallery.md index 1a17732d7..d756026e1 100644 --- a/docs/Project/plt-gallery.md +++ b/docs/Project/plt-gallery.md @@ -1,5 +1,4 @@ --- -title: 基于PyScript的matplotlib画廊 tags: - PyScript - 开源项目 diff --git a/docs/Project/pymd.md b/docs/Project/pymd.md index 2d7e3d021..331e38504 100644 --- a/docs/Project/pymd.md +++ b/docs/Project/pymd.md @@ -2,7 +2,6 @@ tags: - python项目 - 开源项目 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zIz<38jyw=0TZR(IM?lWOzm0JfEb2AnIL#cG#-tKaE*oPUhK9gdr{5~iujrZjUc&W^ z_w7WyaVf0^a+WzIE+?i1JJtQDRZ&8UR;)}w394O^ifqn=d|paULJG)V$uUwG^6za; z002DPnWDu4|K%b6W1u;E#37n-%Vg_C+W&zXWud;tLW%`yx&OpM|L2=E&ugN{6DjTc zpSAa2Pc9gLjZ4NsgiHU#CI5j)fLU8gydIH7qLchz literal 0 HcmV?d00001 diff --git a/docs/Python/ThirdPartyLibrary/matplotlib/index.md b/docs/Python/ThirdPartyLibrary/matplotlib/index.md index 9ea820879..9bdab5a03 100644 --- a/docs/Python/ThirdPartyLibrary/matplotlib/index.md +++ b/docs/Python/ThirdPartyLibrary/matplotlib/index.md @@ -4,7 +4,148 @@ tags: - matplotlib hide: - tags -- toc --- -# matplotlib \ No newline at end of file +# matplotlib + +## 简介 + +Matplotlib is a comprehensive library for creating static, animated, and interactive visualizations in Python. **Matplotlib makes easy things easy and hard things possible**. + +加粗的这句话说的非常好,如果读者看过一些古老的Python教科书,一定会知道Python还有一个知名的绘画库:turtle,这是一个非常有趣的库但是非常难用,很简单的图也需要很复杂的代码才能画出来。相比之下,matplotlib真正做到了:简单的几句话就搞定,再复杂的图也能搞定。 + +咱也算一个统计人,下面这种分布图还是经常画的。R、MATLAB、Excel啥的都用过一点。个人觉得还是matplotlib更自由,画起来得心应手。 +

+![](assets/2024-03-12-15-09-00.png){width=400} +直方图+盒子图 +
+ +像下面这种复杂的图,也能画(但我是没画过): + +
+![](https://matplotlib.org/stable/_images/sphx_glr_sankey_rankine_001_2_00x.png){width=400} +
+ +!!! question "为什么叫matplotlib" + Copy from [matplotlib history](https://matplotlib.org/stable/users/project/history.html) + + Matplotlib is a library for making 2D plots of arrays in Python. Although it has **its origins in emulating the MATLAB graphics commands**, it is independent of MATLAB, and can be used in a Pythonic, object-oriented way. Although Matplotlib is written primarily in pure Python, it makes heavy use of NumPy and other extension code to provide good performance even for large arrays. + ... + +## 两套api +初学者可能会很迷惑的点就是matplotlib画图是有两套交互方式的(虽然本质上他们相同),我们之后也会分别介绍。 +### [函数式:plt](./plt) +这种方式是最常见的,也是简单任务下最方便快捷的方式,缺点就是很多操作是不透明的、全局的,plt的处理方法可能和你预想的不同。 + +使用方法就是调用`matplotlib.pyplot`提供的各种api在默认的画布上绘制。 +```python +import matplotlib.pyplot as plt +plt.plot(x, y) +plt.title("Sample plot") +plt.show() +``` +### [面向对象式:axes](./subplots) +这种方式的自由度更高,可以手动控制`Figure`和`Axes`对象。 +```python +import matplotlib.pyplot as plt +fig, ax = plt.subplots() +ax.plot(x, y) +ax.set_title("Sample plot") +plt.show() +``` +## 库的架构 + +``` +Modules include: + +:mod:`matplotlib.axes` + The `~.axes.Axes` class. Most pyplot functions are wrappers for + `~.axes.Axes` methods. The axes module is the highest level of OO + access to the library. + +:mod:`matplotlib.figure` + The `.Figure` class. + +:mod:`matplotlib.artist` + The `.Artist` base class for all classes that draw things. + +:mod:`matplotlib.lines` + The `.Line2D` class for drawing lines and markers. + +:mod:`matplotlib.patches` + Classes for drawing polygons. + +:mod:`matplotlib.text` + The `.Text` and `.Annotation` classes. + +:mod:`matplotlib.image` + The `.AxesImage` and `.FigureImage` classes. + +:mod:`matplotlib.collections` + Classes for efficient drawing of groups of lines or polygons. + +:mod:`matplotlib.colors` + Color specifications and making colormaps. + +:mod:`matplotlib.cm` + Colormaps, and the `.ScalarMappable` mixin class for providing color + mapping functionality to other classes. + +:mod:`matplotlib.ticker` + Calculation of tick mark locations and formatting of tick labels. + +:mod:`matplotlib.backends` + A subpackage with modules for various GUI libraries and output formats. + +The base matplotlib namespace includes: + +`~matplotlib.rcParams` + Default configuration settings; their defaults may be overridden using + a :file:`matplotlibrc` file. + +`~matplotlib.use` + Setting the Matplotlib backend. This should be called before any + figure is created, because it is not possible to switch between + different GUI backends after that. + +The following environment variables can be used to customize the behavior: + +:envvar:`MPLBACKEND` + This optional variable can be set to choose the Matplotlib backend. See + :ref:`what-is-a-backend`. + +:envvar:`MPLCONFIGDIR` + This is the directory used to store user customizations to + Matplotlib, as well as some caches to improve performance. If + :envvar:`MPLCONFIGDIR` is not defined, :file:`{HOME}/.config/matplotlib` + and :file:`{HOME}/.cache/matplotlib` are used on Linux, and + :file:`{HOME}/.matplotlib` on other platforms, if they are + writable. Otherwise, the Python standard library's `tempfile.gettempdir` + is used to find a base directory in which the :file:`matplotlib` + subdirectory is created. +``` + +## 二次封装 +matplotlib作为Python最火爆的画图库,有很多其他的库对它进行了二次封装: + +A large number of third party packages extend and build on Matplotlib functionality, including several higher-level plotting interfaces (seaborn, HoloViews, ggplot, ...), and a projection and mapping toolkit (Cartopy). + +我用过的例如:[seaborn](https://seaborn.pydata.org/)、[plotnine](https://plotnine.readthedocs.io/en/stable/)都是开箱即用的好库。相比matplotlib的默认样式更加美观,但是自由度有所下降。 + +## 依赖 +matplotlib的最新版本是`3.8.3`,有以下依赖: +```toml +dependencies = [ + "contourpy >= 1.0.1", + "cycler >= 0.10", + "fonttools >= 4.22.0", + "kiwisolver >= 1.3.1", + "numpy >= 1.23", + "packaging >= 20.0", + "pillow >= 8", + "pyparsing >= 2.3.1", + "python-dateutil >= 2.7", + "importlib-resources >= 3.2.0; python_version < '3.10'", +] +requires-python = ">=3.9" +``` \ No newline at end of file diff --git a/docs/Python/ThirdPartyLibrary/matplotlib/plt.md b/docs/Python/ThirdPartyLibrary/matplotlib/plt.md index a674543e8..bbb24e066 100644 --- a/docs/Python/ThirdPartyLibrary/matplotlib/plt.md +++ b/docs/Python/ThirdPartyLibrary/matplotlib/plt.md @@ -1,7 +1,8 @@ --- tags: -- python第三方库 - matplotlib --- -# plt \ No newline at end of file +# plt everything + +matplotlib的函数式调用。 \ No newline at end of file diff --git a/docs/Python/ThirdPartyLibrary/matplotlib/subplots.md b/docs/Python/ThirdPartyLibrary/matplotlib/subplots.md index 6fb9834c6..39130d3c1 100644 --- a/docs/Python/ThirdPartyLibrary/matplotlib/subplots.md +++ b/docs/Python/ThirdPartyLibrary/matplotlib/subplots.md @@ -1,7 +1,8 @@ --- tags: -- python第三方库 - matplotlib --- -# axes and figure \ No newline at end of file +# Axes and Figure + +matplotlib的面向对象式调用。 \ No newline at end of file diff --git a/docs/Python/ThirdPartyLibrary/numpy/index.md b/docs/Python/ThirdPartyLibrary/numpy/index.md index aa86f2401..54ab99f9c 100644 --- a/docs/Python/ThirdPartyLibrary/numpy/index.md +++ b/docs/Python/ThirdPartyLibrary/numpy/index.md @@ -7,4 +7,4 @@ hide: - toc --- -# numpy \ No newline at end of file +# numpy diff --git a/docs/Python/ThirdPartyLibrary/numpy/ndarray.md b/docs/Python/ThirdPartyLibrary/numpy/ndarray.md index 20ea322f9..e51d729a3 100644 --- a/docs/Python/ThirdPartyLibrary/numpy/ndarray.md +++ b/docs/Python/ThirdPartyLibrary/numpy/ndarray.md @@ -1,6 +1,5 @@ --- tags: -- python第三方库 - numpy --- diff --git a/docs/Python/ThirdPartyLibrary/pandas/dataframe.md b/docs/Python/ThirdPartyLibrary/pandas/dataframe.md index a1d05e218..60558a874 100644 --- a/docs/Python/ThirdPartyLibrary/pandas/dataframe.md +++ b/docs/Python/ThirdPartyLibrary/pandas/dataframe.md @@ -1,6 +1,5 @@ --- tags: -- python第三方库 - pandas --- diff --git a/docs/Python/ThirdPartyLibrary/pytorch/model.md b/docs/Python/ThirdPartyLibrary/pytorch/model.md new file mode 100644 index 000000000..6ff468d28 --- /dev/null +++ b/docs/Python/ThirdPartyLibrary/pytorch/model.md @@ -0,0 +1,6 @@ +--- +tags: +- pytorch +--- + +# 训练一个模型 \ No newline at end of file diff --git a/docs/Python/ThirdPartyLibrary/pytorch/multi_gpu.md b/docs/Python/ThirdPartyLibrary/pytorch/multi_gpu.md index ca9dd326e..e1eb1c093 100644 --- a/docs/Python/ThirdPartyLibrary/pytorch/multi_gpu.md +++ b/docs/Python/ThirdPartyLibrary/pytorch/multi_gpu.md @@ -1,6 +1,5 @@ --- tags: -- python第三方库 - pytorch --- diff --git a/docs/Python/ThirdPartyLibrary/pytorch/tensor.md b/docs/Python/ThirdPartyLibrary/pytorch/tensor.md index 4c989c04b..2601df3e5 100644 --- a/docs/Python/ThirdPartyLibrary/pytorch/tensor.md +++ b/docs/Python/ThirdPartyLibrary/pytorch/tensor.md @@ -1,6 +1,5 @@ --- tags: -- python第三方库 - pytorch --- diff --git a/docs/Statistics/Data_Mining.md b/docs/Statistics/Data_Mining.md deleted file mode 100644 index 9abc3d341..000000000 --- a/docs/Statistics/Data_Mining.md +++ /dev/null @@ -1,8 +0,0 @@ ---- -tags: -- 统计基础课 ---- - -# 数据挖掘 - -主讲处理大数据的各类算法。 \ No newline at end of file diff --git a/docs/Statistics/Pattern_Recognition_and_Machine_Learning.md b/docs/Statistics/Pattern_Recognition_and_Machine_Learning.md deleted file mode 100644 index 088101a3c..000000000 --- a/docs/Statistics/Pattern_Recognition_and_Machine_Learning.md +++ /dev/null @@ -1,8 +0,0 @@ ---- -tags: -- 统计基础课 ---- - -# 模式识别和机器学习 - -机器学习的基础课。 \ No newline at end of file diff --git a/docs/Statistics/Calculus.md b/docs/Statistics/basic/Calculus.md similarity index 95% rename from docs/Statistics/Calculus.md rename to docs/Statistics/basic/Calculus.md index a89507eec..a07531aca 100644 --- a/docs/Statistics/Calculus.md +++ b/docs/Statistics/basic/Calculus.md @@ -4,6 +4,7 @@ tags: --- # 数学分析 +> MATH120016+MATH120017,数学分析B,张永跃、严金海 全世界大学生多多少少都应该学一点的科目,不等式和极限的艺术。 diff --git a/docs/Statistics/Linear_Algebra.md b/docs/Statistics/basic/Linear_Algebra.md similarity index 94% rename from docs/Statistics/Linear_Algebra.md rename to docs/Statistics/basic/Linear_Algebra.md index 8dcf634aa..96cd54045 100644 --- a/docs/Statistics/Linear_Algebra.md +++ b/docs/Statistics/basic/Linear_Algebra.md @@ -4,6 +4,7 @@ tags: --- # 线性代数 +> MATH120044,线性代数,吴肖乐 魅力无穷的一门课。 diff --git a/docs/Statistics/Operations_Research.md b/docs/Statistics/basic/Operations_Research.md similarity index 94% rename from docs/Statistics/Operations_Research.md rename to docs/Statistics/basic/Operations_Research.md index b3b3d0e59..af22ddf42 100644 --- a/docs/Statistics/Operations_Research.md +++ b/docs/Statistics/basic/Operations_Research.md @@ -4,6 +4,7 @@ tags: --- # 运筹学 +> MANA130005,运筹学,周蓉 和统计沾边,但本身是其他学科的分支。 diff --git a/docs/Statistics/Probability_Theory_and_Mathematical_Statistics.md b/docs/Statistics/basic/Probability_Theory_and_Mathematical_Statistics.md similarity index 91% rename from docs/Statistics/Probability_Theory_and_Mathematical_Statistics.md rename to docs/Statistics/basic/Probability_Theory_and_Mathematical_Statistics.md index 01fc0db81..40dabf8c1 100644 --- a/docs/Statistics/Probability_Theory_and_Mathematical_Statistics.md +++ b/docs/Statistics/basic/Probability_Theory_and_Mathematical_Statistics.md @@ -4,6 +4,8 @@ tags: --- # 概率论与数理统计 +> MANA130001,概率论与数理统计,徐勤丰 + 这算是统计系入门前的一门通识课了,课程内容可大可小,一般理工科专业都会修读。 ## 主要内容 diff --git a/docs/Statistics/Statistical_Software.md b/docs/Statistics/basic/Statistical_Software.md similarity index 78% rename from docs/Statistics/Statistical_Software.md rename to docs/Statistics/basic/Statistical_Software.md index 93e1b5aea..fe2bcb0ae 100644 --- a/docs/Statistics/Statistical_Software.md +++ b/docs/Statistics/basic/Statistical_Software.md @@ -4,6 +4,10 @@ tags: --- # 统计软件 +> MANA130076,统计软件,沈娟 + +!!! info "缘分啊" + 沈老师居然是我导的夫人,并且我选这门课的那个学期沈老师刚好怀孕。只能说缘妙不可言!! 应用类型的课程,主讲R语言、SAS和Python等应用程序的统计实践。 diff --git a/docs/Statistics/elective/Algorithm.md b/docs/Statistics/elective/Algorithm.md new file mode 100644 index 000000000..f784e1d17 --- /dev/null +++ b/docs/Statistics/elective/Algorithm.md @@ -0,0 +1,9 @@ +--- +tags: +- 统计选修课 +--- + +# 算法导论 +> COMP119004,计算思维,汪卫、黄萱菁 + +计算机算法入门。 \ No newline at end of file diff --git a/docs/Statistics/Computational_Statistics.md b/docs/Statistics/elective/Computational_Statistics.md similarity index 62% rename from docs/Statistics/Computational_Statistics.md rename to docs/Statistics/elective/Computational_Statistics.md index 8493e6c2d..fe7f6142d 100644 --- a/docs/Statistics/Computational_Statistics.md +++ b/docs/Statistics/elective/Computational_Statistics.md @@ -1,8 +1,9 @@ --- tags: -- 统计基础课 +- 统计选修课 --- # 统计计算 +> MANA130368,统计计算,蒋飞宇 很重要的统计应用课,主讲数值算法、模拟算法。 \ No newline at end of file diff --git a/docs/Statistics/elective/DSPython.md b/docs/Statistics/elective/DSPython.md new file mode 100644 index 000000000..79c3b0cec --- /dev/null +++ b/docs/Statistics/elective/DSPython.md @@ -0,0 +1,9 @@ +--- +tags: +- 统计选修课 +--- + +# 数据科学编程基础 +> MANA130398,数据科学编程基础,孙海 + +numpy+pandas+matplotlib三剑客。 \ No newline at end of file diff --git a/docs/Statistics/elective/Data_Mining.md b/docs/Statistics/elective/Data_Mining.md new file mode 100644 index 000000000..6a8f93bd6 --- /dev/null +++ b/docs/Statistics/elective/Data_Mining.md @@ -0,0 +1,9 @@ +--- +tags: +- 统计选修课 +--- + +# 数据挖掘 +> MANA130374,数据挖掘原理与技术,王有为 + +主讲处理大数据的各类算法。 \ No newline at end of file diff --git a/docs/Statistics/elective/Database.md b/docs/Statistics/elective/Database.md new file mode 100644 index 000000000..35a9f45e9 --- /dev/null +++ b/docs/Statistics/elective/Database.md @@ -0,0 +1,9 @@ +--- +tags: +- 统计选修课 +--- + +# 数据库 +> MANA130373,数据库与企业数据管理,张成洪 + +数据库、SQL入门。 \ No newline at end of file diff --git a/docs/Statistics/elective/OpenMMLab.md b/docs/Statistics/elective/OpenMMLab.md new file mode 100644 index 000000000..20bb4c268 --- /dev/null +++ b/docs/Statistics/elective/OpenMMLab.md @@ -0,0 +1,9 @@ +--- +tags: +- 统计选修课 +--- + +# OpenMMLab实践 +> 华五AI+X微专业,商汤 + +深度学习第一课。 \ No newline at end of file diff --git a/docs/Statistics/elective/Pattern_Recognition_and_Machine_Learning.md b/docs/Statistics/elective/Pattern_Recognition_and_Machine_Learning.md new file mode 100644 index 000000000..b5356f6c3 --- /dev/null +++ b/docs/Statistics/elective/Pattern_Recognition_and_Machine_Learning.md @@ -0,0 +1,9 @@ +--- +tags: +- 统计选修课 +--- + +# 模式识别和机器学习 +> 华五AI+X微专业,邱锡鹏 + +机器学习的第一课。 \ No newline at end of file diff --git a/docs/Statistics/elective/SeniorPython.md b/docs/Statistics/elective/SeniorPython.md new file mode 100644 index 000000000..ad5e8bb0c --- /dev/null +++ b/docs/Statistics/elective/SeniorPython.md @@ -0,0 +1,9 @@ +--- +tags: +- 统计选修课 +--- + +# 人工智能编程框架 +> 华五AI+X微专业,翁恺 + +有深度的Python课程。 \ No newline at end of file diff --git a/docs/Statistics/index.md b/docs/Statistics/index.md index 39ae382ed..577474cc3 100644 --- a/docs/Statistics/index.md +++ b/docs/Statistics/index.md @@ -15,4 +15,11 @@ include: $$ -不硬核统计系速通手册,介绍课程内容、推荐教材、公开课。 \ No newline at end of file +不硬核统计系速通手册,介绍我修过的统计相关课程。 + +包括但不限于: + +- [FDSM](https://www.fdsm.fudan.edu.cn/)本科课 +- [FDSDS](https://sds.fudan.edu.cn/)研究生课 +- [华五AI+X](https://huawuwei.fanya.chaoxing.com/portal/1)微专业课 +- 网络公开课([MIT OC](https://ocw.mit.edu/)、慕课……) \ No newline at end of file diff --git a/docs/Statistics/postgrad/Convex_Optimization.md b/docs/Statistics/postgrad/Convex_Optimization.md new file mode 100644 index 000000000..a59d24343 --- /dev/null +++ b/docs/Statistics/postgrad/Convex_Optimization.md @@ -0,0 +1,9 @@ +--- +tags: +- 统计研究生课 +--- + +# 凸优化 +> DATA620008,最优化理论,江如俊 + +凸优化。 \ No newline at end of file diff --git a/docs/Statistics/postgrad/Numerical_Analysis.md b/docs/Statistics/postgrad/Numerical_Analysis.md new file mode 100644 index 000000000..967b82791 --- /dev/null +++ b/docs/Statistics/postgrad/Numerical_Analysis.md @@ -0,0 +1,9 @@ +--- +tags: +- 统计研究生课 +--- + +# 数值计算 +> DATA830001,数值计算,周宝健 + +数值算法入门。 \ No newline at end of file diff --git a/docs/Statistics/postgrad/Probability_Theory.md b/docs/Statistics/postgrad/Probability_Theory.md new file mode 100644 index 000000000..a46c088b2 --- /dev/null +++ b/docs/Statistics/postgrad/Probability_Theory.md @@ -0,0 +1,9 @@ +--- +tags: +- 统计研究生课 +--- + +# 高等概率论 +> DATA620019,现代概率论基础I,张静茹 + +使用测度工具的概率论。 \ No newline at end of file diff --git a/docs/Statistics/postgrad/Time_Series.md b/docs/Statistics/postgrad/Time_Series.md new file mode 100644 index 000000000..d7b34e794 --- /dev/null +++ b/docs/Statistics/postgrad/Time_Series.md @@ -0,0 +1,9 @@ +--- +tags: +- 统计研究生课 +--- + +# 时间序列 +> DATA620005,时间序列与空间统计,陈钊 + +Hilbert空间视角下的时间序列。 \ No newline at end of file diff --git a/docs/Statistics/postgrad/journal_club.md b/docs/Statistics/postgrad/journal_club.md new file mode 100644 index 000000000..cd16816a0 --- /dev/null +++ b/docs/Statistics/postgrad/journal_club.md @@ -0,0 +1,12 @@ +--- +tags: +- 统计研究生课 +--- + +# Journal Club + +Journal Club是我导组织的论文分享会,我偶尔也会上去分享一下。PPT画都画了,索性放在这里,献丑了。 + +## 2024-02-22 +- Title: *Evading the Simplicity Bias: Training a Diverse Set of Models Discovers Solutions with Superior OOD* +- Publication: CVPR 2022 \ No newline at end of file diff --git a/docs/Statistics/Categorical_Data_Analysis.md b/docs/Statistics/specialized/Categorical_Data_Analysis.md similarity index 59% rename from docs/Statistics/Categorical_Data_Analysis.md rename to docs/Statistics/specialized/Categorical_Data_Analysis.md index 2ce327a9f..9f38735ec 100644 --- a/docs/Statistics/Categorical_Data_Analysis.md +++ b/docs/Statistics/specialized/Categorical_Data_Analysis.md @@ -1,8 +1,9 @@ --- tags: -- 统计基础课 +- 统计专业课 --- # 属性数据分析 +> MANA130097,属性数据分析,黎德元 回归分析的后续课程,主讲广义线性模型。 \ No newline at end of file diff --git a/docs/Statistics/Multivariate_Analysis.md b/docs/Statistics/specialized/Multivariate_Analysis.md similarity index 51% rename from docs/Statistics/Multivariate_Analysis.md rename to docs/Statistics/specialized/Multivariate_Analysis.md index 68c075426..0f9d0f2e1 100644 --- a/docs/Statistics/Multivariate_Analysis.md +++ b/docs/Statistics/specialized/Multivariate_Analysis.md @@ -1,8 +1,9 @@ --- tags: -- 统计基础课 +- 统计专业课 --- # 多元分析 +> MANA130023,多元分析,胡瑾瑾 难度不高,较为琐碎。 \ No newline at end of file diff --git a/docs/Statistics/Nonparametric_Statistics.md b/docs/Statistics/specialized/Nonparametric_Statistics.md similarity index 59% rename from docs/Statistics/Nonparametric_Statistics.md rename to docs/Statistics/specialized/Nonparametric_Statistics.md index 736af07c1..4ca540cce 100644 --- a/docs/Statistics/Nonparametric_Statistics.md +++ b/docs/Statistics/specialized/Nonparametric_Statistics.md @@ -1,7 +1,9 @@ --- tags: -- 统计基础课 +- 统计专业课 --- # 非参数统计 +> MANA130083,非参数统计,刚博文 + 统计学的半边天,和机器学习课程强相关。 \ No newline at end of file diff --git a/docs/Statistics/Regression_Analysis.md b/docs/Statistics/specialized/Regression_Analysis.md similarity index 51% rename from docs/Statistics/Regression_Analysis.md rename to docs/Statistics/specialized/Regression_Analysis.md index 734f1577c..57d410137 100644 --- a/docs/Statistics/Regression_Analysis.md +++ b/docs/Statistics/specialized/Regression_Analysis.md @@ -1,8 +1,9 @@ --- tags: -- 统计基础课 +- 统计专业课 --- # 回归分析 +> MANA130021,回归分析,戴国榕 很重要的统计基础课。 \ No newline at end of file diff --git a/docs/Statistics/Sampling.md b/docs/Statistics/specialized/Sampling.md similarity index 51% rename from docs/Statistics/Sampling.md rename to docs/Statistics/specialized/Sampling.md index c0517f66e..88d53d415 100644 --- a/docs/Statistics/Sampling.md +++ b/docs/Statistics/specialized/Sampling.md @@ -1,8 +1,9 @@ --- tags: -- 统计基础课 +- 统计专业课 --- # 抽样调查 +> MANA130310,抽样调查,徐勤丰 难度不高,较为琐碎。 \ No newline at end of file diff --git a/docs/Statistics/Statistical_Inference.md b/docs/Statistics/specialized/Statistical_Inference.md similarity index 54% rename from docs/Statistics/Statistical_Inference.md rename to docs/Statistics/specialized/Statistical_Inference.md index f0eeb0d40..c7bfa2ef5 100644 --- a/docs/Statistics/Statistical_Inference.md +++ b/docs/Statistics/specialized/Statistical_Inference.md @@ -1,7 +1,9 @@ --- tags: -- 统计基础课 +- 统计专业课 --- # 统计推断 +> MANA130353,统计推断,刚博文 + 真正意义上的统计入门第一课。 \ No newline at end of file diff --git a/docs/Statistics/Stochastic_Process.md b/docs/Statistics/specialized/Stochastic_Process.md similarity index 51% rename from docs/Statistics/Stochastic_Process.md rename to docs/Statistics/specialized/Stochastic_Process.md index 57deea22d..9ee924159 100644 --- a/docs/Statistics/Stochastic_Process.md +++ b/docs/Statistics/specialized/Stochastic_Process.md @@ -1,8 +1,9 @@ --- tags: -- 统计基础课 +- 统计专业课 --- # 随机过程 +> MANA130024,随机过程,冯项楠 究极难的统计专业课。 \ No newline at end of file diff --git a/docs/Statistics/Time_Series_Analysis.md b/docs/Statistics/specialized/Time_Series_Analysis.md similarity index 59% rename from docs/Statistics/Time_Series_Analysis.md rename to docs/Statistics/specialized/Time_Series_Analysis.md index c4e0d2c58..3d3331109 100644 --- a/docs/Statistics/Time_Series_Analysis.md +++ b/docs/Statistics/specialized/Time_Series_Analysis.md @@ -1,8 +1,9 @@ --- tags: -- 统计基础课 +- 统计专业课 --- # 时间序列分析 +> MANA130022,时间序列分析,吴尚 比较难的一门课,和随机过程强相关。 \ No newline at end of file diff --git a/mkdocs.yml b/mkdocs.yml index 1e697e8b8..7057e20b3 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -100,6 +100,7 @@ nav: - pytorch: - Python/ThirdPartyLibrary/pytorch/index.md - Python/ThirdPartyLibrary/pytorch/tensor.md + - Python/ThirdPartyLibrary/pytorch/model.md - Python/ThirdPartyLibrary/pytorch/multi_gpu.md - 应用案例(MISC): - Python/Example/email.md @@ -114,29 +115,40 @@ nav: - Project/Course-Selection-System.md - Project/qrq.md - Project/pymd.md - - Project/high_school_math.md - Project/AirPrint-with-Python.md + - Project/high_school_math.md - Statistics: - Statistics/index.md - 基础课: - - Statistics/Calculus.md - - Statistics/Linear_Algebra.md - - Statistics/Operations_Research.md - - Statistics/Probability_Theory_and_Mathematical_Statistics.md - - Statistics/Statistical_Software.md + - Statistics/basic/Calculus.md + - Statistics/basic/Linear_Algebra.md + - Statistics/basic/Operations_Research.md + - Statistics/basic/Probability_Theory_and_Mathematical_Statistics.md + - Statistics/basic/Statistical_Software.md - 专业课: - - Statistics/Statistical_Inference.md - - Statistics/Regression_Analysis.md - - Statistics/Time_Series_Analysis.md - - Statistics/Sampling.md - - Statistics/Multivariate_Analysis.md - - Statistics/Stochastic_Process.md - - Statistics/Categorical_Data_Analysis.md - - Statistics/Nonparametric_Statistics.md + - Statistics/specialized/Statistical_Inference.md + - Statistics/specialized/Regression_Analysis.md + - Statistics/specialized/Time_Series_Analysis.md + - Statistics/specialized/Sampling.md + - Statistics/specialized/Multivariate_Analysis.md + - Statistics/specialized/Stochastic_Process.md + - Statistics/specialized/Categorical_Data_Analysis.md + - Statistics/specialized/Nonparametric_Statistics.md - 选修课: - - Statistics/Computational_Statistics.md - - Statistics/Data_Mining.md - - Statistics/Pattern_Recognition_and_Machine_Learning.md + - Statistics/elective/Computational_Statistics.md + - Statistics/elective/Data_Mining.md + - Statistics/elective/Algorithm.md + - Statistics/elective/DSPython.md + - Statistics/elective/Database.md + - Statistics/elective/Pattern_Recognition_and_Machine_Learning.md + - Statistics/elective/SeniorPython.md + - Statistics/elective/OpenMMLab.md + - 研究生课: + - Statistics/postgrad/Probability_Theory.md + - Statistics/postgrad/Convex_Optimization.md + - Statistics/postgrad/Numerical_Analysis.md + - Statistics/postgrad/Time_Series.md + - Statistics/postgrad/journal_club.md - SomeMath: - SomeMath/index.md - 实分析: