├── .gitignore ├── 1. Data Preprocessing.ipynb ├── 2. Feature Selection.ipynb ├── 3. Dimension Reduction.ipynb ├── GA.py ├── README.md ├── SA.py ├── images ├── Embedded_Pipeline.png ├── Filter_Pipeline.png ├── GA_Pseudo_Code.png ├── SA_Pseudo_Code.png ├── Wrapper_Pipeline.png ├── 基于基因算法特征选择.png ├── 基于模拟退火特征选择.png ├── 封装法工作流.png ├── 嵌入法工作流.png └── 过滤法工作流.png ├── 中文版.md └── 中文版 ├── 1. 数据预处理.ipynb ├── 2. 特征选择.ipynb └── 3. 特征降维.ipynb /.gitignore: -------------------------------------------------------------------------------- 1 | 2 | .DS_Store 3 | .ipynb_checkpoints 4 | -------------------------------------------------------------------------------- /1. Data Preprocessing.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/1. Data Preprocessing.ipynb -------------------------------------------------------------------------------- /2. Feature Selection.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/2. Feature Selection.ipynb -------------------------------------------------------------------------------- /3. Dimension Reduction.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/3. Dimension Reduction.ipynb -------------------------------------------------------------------------------- /GA.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/GA.py -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/README.md -------------------------------------------------------------------------------- /SA.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/SA.py -------------------------------------------------------------------------------- /images/Embedded_Pipeline.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/images/Embedded_Pipeline.png -------------------------------------------------------------------------------- /images/Filter_Pipeline.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/images/Filter_Pipeline.png -------------------------------------------------------------------------------- /images/GA_Pseudo_Code.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/images/GA_Pseudo_Code.png -------------------------------------------------------------------------------- /images/SA_Pseudo_Code.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/images/SA_Pseudo_Code.png -------------------------------------------------------------------------------- /images/Wrapper_Pipeline.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/images/Wrapper_Pipeline.png -------------------------------------------------------------------------------- /images/基于基因算法特征选择.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/images/基于基因算法特征选择.png -------------------------------------------------------------------------------- /images/基于模拟退火特征选择.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/images/基于模拟退火特征选择.png -------------------------------------------------------------------------------- /images/封装法工作流.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/images/封装法工作流.png -------------------------------------------------------------------------------- /images/嵌入法工作流.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/images/嵌入法工作流.png -------------------------------------------------------------------------------- /images/过滤法工作流.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/images/过滤法工作流.png -------------------------------------------------------------------------------- /中文版.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/中文版.md -------------------------------------------------------------------------------- /中文版/1. 数据预处理.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/中文版/1. 数据预处理.ipynb -------------------------------------------------------------------------------- /中文版/2. 特征选择.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/中文版/2. 特征选择.ipynb -------------------------------------------------------------------------------- /中文版/3. 特征降维.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YC-Coder-Chen/feature-engineering-handbook/HEAD/中文版/3. 特征降维.ipynb --------------------------------------------------------------------------------