├── .ipynb_checkpoints ├── Exploratory_data_analysis-checkpoint.ipynb ├── Score_with_different_approaches-checkpoint.ipynb └── feature_selection-checkpoint.ipynb ├── Exploratory_data_analysis.ipynb ├── README.md ├── code ├── ensemble │ ├── ensemble.py │ ├── ensemble_with_best.py │ ├── submission_0.100692126028_2016-10-06-19-36.csv │ └── submission_0.107546922616_ensemble_with_4_best.csv └── single_model │ ├── base_model.py │ ├── submission_0.109164143602_XGBoost.csv │ ├── submission_0.111495013076_gradientboostedtree.csv │ ├── submission_0.131998045253_RF.csv │ ├── submission_0.138194321379_RF_original.csv │ └── submission_0.139196375677_extratree.csv ├── doc ├── capstone_doc.pdf └── fig │ ├── QBuDOjs.jpg │ ├── corr.png │ ├── flowchart.jpg │ ├── flowchart.pdf │ ├── neighborhood.png │ ├── score_with_different_approaches.jpg │ ├── score_with_different_approaches.png │ └── top6.png ├── feature_selection.ipynb ├── input ├── data_description.txt ├── sample_submission.csv ├── test.csv └── train.csv └── outlier_detection.ipynb /.ipynb_checkpoints/Exploratory_data_analysis-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/.ipynb_checkpoints/Exploratory_data_analysis-checkpoint.ipynb -------------------------------------------------------------------------------- /.ipynb_checkpoints/Score_with_different_approaches-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/.ipynb_checkpoints/Score_with_different_approaches-checkpoint.ipynb -------------------------------------------------------------------------------- /.ipynb_checkpoints/feature_selection-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/.ipynb_checkpoints/feature_selection-checkpoint.ipynb -------------------------------------------------------------------------------- /Exploratory_data_analysis.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/Exploratory_data_analysis.ipynb -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/README.md -------------------------------------------------------------------------------- /code/ensemble/ensemble.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/code/ensemble/ensemble.py -------------------------------------------------------------------------------- /code/ensemble/ensemble_with_best.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/code/ensemble/ensemble_with_best.py -------------------------------------------------------------------------------- /code/ensemble/submission_0.100692126028_2016-10-06-19-36.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/code/ensemble/submission_0.100692126028_2016-10-06-19-36.csv -------------------------------------------------------------------------------- /code/ensemble/submission_0.107546922616_ensemble_with_4_best.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/code/ensemble/submission_0.107546922616_ensemble_with_4_best.csv -------------------------------------------------------------------------------- /code/single_model/base_model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/code/single_model/base_model.py -------------------------------------------------------------------------------- /code/single_model/submission_0.109164143602_XGBoost.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/code/single_model/submission_0.109164143602_XGBoost.csv -------------------------------------------------------------------------------- /code/single_model/submission_0.111495013076_gradientboostedtree.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/code/single_model/submission_0.111495013076_gradientboostedtree.csv -------------------------------------------------------------------------------- /code/single_model/submission_0.131998045253_RF.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/code/single_model/submission_0.131998045253_RF.csv -------------------------------------------------------------------------------- /code/single_model/submission_0.138194321379_RF_original.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/code/single_model/submission_0.138194321379_RF_original.csv -------------------------------------------------------------------------------- /code/single_model/submission_0.139196375677_extratree.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/code/single_model/submission_0.139196375677_extratree.csv -------------------------------------------------------------------------------- /doc/capstone_doc.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/doc/capstone_doc.pdf -------------------------------------------------------------------------------- /doc/fig/QBuDOjs.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/doc/fig/QBuDOjs.jpg -------------------------------------------------------------------------------- /doc/fig/corr.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/doc/fig/corr.png -------------------------------------------------------------------------------- /doc/fig/flowchart.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/doc/fig/flowchart.jpg -------------------------------------------------------------------------------- /doc/fig/flowchart.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/doc/fig/flowchart.pdf -------------------------------------------------------------------------------- /doc/fig/neighborhood.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/doc/fig/neighborhood.png -------------------------------------------------------------------------------- /doc/fig/score_with_different_approaches.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/doc/fig/score_with_different_approaches.jpg -------------------------------------------------------------------------------- /doc/fig/score_with_different_approaches.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/doc/fig/score_with_different_approaches.png -------------------------------------------------------------------------------- /doc/fig/top6.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/doc/fig/top6.png -------------------------------------------------------------------------------- /feature_selection.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/feature_selection.ipynb -------------------------------------------------------------------------------- /input/data_description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/input/data_description.txt -------------------------------------------------------------------------------- /input/sample_submission.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/input/sample_submission.csv -------------------------------------------------------------------------------- /input/test.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/input/test.csv -------------------------------------------------------------------------------- /input/train.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/input/train.csv -------------------------------------------------------------------------------- /outlier_detection.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Shitao-zz/Kaggle-House-Prices-Advanced-Regression-Techniques/HEAD/outlier_detection.ipynb --------------------------------------------------------------------------------