[python3]：数理统计和机器学习的常用库

[python3]：数理统计和机器学习的常用库

 

 

 

一、基本说明

 

 

　　1.　　pip 工具安装“python模块”，可能需要“python虚拟环境(python3 -m venv  你的虚拟环境名字 )”。

 

 

　　2.　　梳理统计的常用库（简化版）

 

 

 

 

 

 

二、（python3）数理统计和机器学习的常用库

gailvyushulitongji:     statsmodes      scipy


jichuku:        numpy   pandas


jiqixuexi:      scikit-learn


shujukeshihua:  matplotlib      seaborn




pip install  statsmodels scipy numpy pandas  scikit-learn  matplotlib seaborn

 

 

 

 

三、省流（pip安装）

1、创建虚拟：    python3  -m venv   VENV_NAME




2、安装python模块：    pip install  statsmodels scipy numpy pandas  scikit-learn  matplotlib seaborn

 

 

　　安装示例

[wit@ubuntu:testpyvenv]$ source bin/activate
(testpyvenv) [wit@ubuntu:testpyvenv]$ pip install  statsmodels scipy numpy pandas  scikit-learn  matplotlib seaborn
Looking in indexes: http://mirrors.aliyun.com/pypi/simple/
Requirement already satisfied: statsmodels in ./lib/python3.13/site-packages (0.14.6)
Requirement already satisfied: scipy in ./lib/python3.13/site-packages (1.17.0)
Requirement already satisfied: numpy in ./lib/python3.13/site-packages (2.4.1)
Requirement already satisfied: pandas in ./lib/python3.13/site-packages (3.0.0)
Requirement already satisfied: scikit-learn in ./lib/python3.13/site-packages (1.8.0)
Requirement already satisfied: matplotlib in ./lib/python3.13/site-packages (3.10.8)
Requirement already satisfied: seaborn in ./lib/python3.13/site-packages (0.13.2)
Requirement already satisfied: patsy>=0.5.6 in ./lib/python3.13/site-packages (from statsmodels) (1.0.2)
Requirement already satisfied: packaging>=21.3 in ./lib/python3.13/site-packages (from statsmodels) (26.0)
Requirement already satisfied: python-dateutil>=2.8.2 in ./lib/python3.13/site-packages (from pandas) (2.9.0.post0)
Requirement already satisfied: joblib>=1.3.0 in ./lib/python3.13/site-packages (from scikit-learn) (1.5.3)
Requirement already satisfied: threadpoolctl>=3.2.0 in ./lib/python3.13/site-packages (from scikit-learn) (3.6.0)
Requirement already satisfied: contourpy>=1.0.1 in ./lib/python3.13/site-packages (from matplotlib) (1.3.3)
Requirement already satisfied: cycler>=0.10 in ./lib/python3.13/site-packages (from matplotlib) (0.12.1)
Requirement already satisfied: fonttools>=4.22.0 in ./lib/python3.13/site-packages (from matplotlib) (4.61.1)
Requirement already satisfied: kiwisolver>=1.3.1 in ./lib/python3.13/site-packages (from matplotlib) (1.4.9)
Requirement already satisfied: pillow>=8 in ./lib/python3.13/site-packages (from matplotlib) (12.1.0)
Requirement already satisfied: pyparsing>=3 in ./lib/python3.13/site-packages (from matplotlib) (3.3.2)
Requirement already satisfied: six>=1.5 in ./lib/python3.13/site-packages (from python-dateutil>=2.8.2->pandas) (1.17.0)
(testpyvenv) [wit@ubuntu:testpyvenv]$ deactivate

 

 

 

四、参考资料

 

　　1.　　查询的参考资料太多，写不过来；于是就不写了。

 

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