├── .gitignore ├── 01-eda └── 01-eda.ipynb ├── 02-cleaning └── 02-preprocessing.ipynb ├── 03-features_engineering ├── 03-feature_engineering.ipynb ├── 03-feature_engineering_v2.ipynb ├── Neighborhood.ipynb ├── housePrediction_v02.py └── houseprice-root.ipynb ├── 04-modelling ├── 04-modelling.ipynb ├── 05-ensembling.ipynb └── ensembling │ ├── average-10models.csv │ ├── average-5models.csv │ ├── average-best-uncorr-5models.csv │ ├── corr-coeff.ipynb │ ├── elasticnet.csv │ ├── ensembled_results.csv │ ├── stacking.ipynb │ └── weighted-average-best-uncorr-5models.csv ├── README.md ├── data ├── X_test_v1.csv ├── X_test_v2.csv ├── X_train_v1.csv ├── X_train_v2.csv ├── clean_dataset.csv ├── data_description.txt ├── sample_submission.csv ├── test.csv ├── test.pkl ├── train.csv └── train.pkl ├── models ├── model-rf.pkl ├── single │ ├── model_dt.py │ ├── model_elasticnet.py │ ├── model_et.py │ ├── model_lars.py │ ├── model_lasso.py │ ├── model_lgb.py │ ├── model_rf.py │ ├── model_ridge.py │ ├── model_svm.py │ └── model_xgb.py ├── tuning │ ├── model_dt_gridtune.py │ ├── model_elasticnet_gridtune.py │ ├── model_et_gridtune.py │ ├── model_lars_gridtune.py │ ├── model_lasso_gridtune.py │ ├── model_lgb_gridtune.py │ ├── model_rf_gridtune.py │ ├── model_ridge_gridtune.py │ ├── model_svm_gridtune.py │ └── model_xgb_gridtune.py ├── xgb-simple.dat └── xgb-simple.pkl ├── other ├── check_xgb_multithread.py ├── test_of_lambda.ipynb └── xgboost_test.ipynb ├── run_all.sh └── submissions └── .keep /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/data-doctors/kaggle-house-prices-advanced-regression-techniques/HEAD/.gitignore -------------------------------------------------------------------------------- /01-eda/01-eda.ipynb: -------------------------------------------------------------------------------- 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