├── .gitignore ├── 00.人工智能的Pipeline.ipynb ├── 01.机器学习完整技术栈.ipynb ├── 02.Pandas操作快查表.ipynb ├── 03.房价预测Baseline.ipynb ├── 04.Pyplot数据快查表.ipynb ├── 05.Seaborn数据分析.ipynb ├── 06.房价相关性分析.ipynb ├── 07.新一轮空值填充.ipynb ├── 08.基础线性回归.ipynb ├── 09.最小二乘法lsm.ipynb ├── 10.线性回归L1和L2.ipynb ├── 11.多项式回归.ipynb ├── 12.Stacking集成学习.ipynb ├── 13.决策树模型.ipynb ├── 14.高级特征工程EDA.ipynb ├── 15.神经网络预测房价.ipynb ├── LICENSE ├── README.md ├── datas ├── house_data.csv ├── linear_data.pkl └── los_data.csv ├── images ├── data-scientist-roadmap.png └── los-house.jpg ├── 房价预测大文件.ipynb └── 数据快查表.txt /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/appke/Los-House-Prices/HEAD/.gitignore -------------------------------------------------------------------------------- /00.人工智能的Pipeline.ipynb: -------------------------------------------------------------------------------- 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