mu = 12.02 and sigma = 0.40 Total Percent Alley 2719 0.932122 FireplaceQu 1420 0.486802 LotFrontage 486 0.166610 GarageQual 159 0.054508 GarageFinish 159 0.054508 GarageType 157 0.053822 BsmtExposure 82 0.028111 BsmtCond 82 0.028111 BsmtQual 81 0.027768 BsmtFinType2 80 0.027425 BsmtFinType1 79 0.027083 MasVnrType 24 0.008228 MSZoning 4 0.001371 Exterior2nd 1 0.000343 TotalBsmtSF 1 0.000343 KitchenQual 1 0.000343 GarageCars 1 0.000343 SaleType 1 0.000343 Exterior1st 1 0.000343 Electrical 1 0.000343 ElasticNetCV(alphas=[0.0001, 0.0005, 0.001, 0.01, 0.1, 1, 10], copy_X=True, cv=None, eps=0.001, fit_intercept=True, l1_ratio=[0.01, 0.1, 0.5, 0.9, 0.99], max_iter=5000, n_alphas=100, n_jobs=1, normalize=False, positive=False, precompute='auto', random_state=None, selection='cyclic', tol=0.0001, verbose=0) R2: 0.9269663261524108 RMSE: 0.10231916286239287 RMSLE: 0.007981658975742276 Test R2: 0.9199148891263502 RMSE: 0.11295583217844428 RMSLE: 0.008924233330382905 Accuracy: 0.91 (+/- 0.03) GradientBoostingRegressor(alpha=0.9, criterion='friedman_mse', init=None, learning_rate=0.05, loss='huber', max_depth=3, max_features='sqrt', max_leaf_nodes=None, min_impurity_decrease=0.0, min_impurity_split=None, min_samples_leaf=15, min_samples_split=10, min_weight_fraction_leaf=0.0, n_estimators=3000, presort='auto', random_state=None, subsample=1.0, verbose=0, warm_start=False) R2: 0.9677616720254136 RMSE: 0.06869302302815068 RMSLE: 0.0054301298262547665 Test R2: 0.8737406621935428 RMSE: 0.13290958113943638 RMSLE: 0.010553235755463575 Accuracy: 0.91 (+/- 0.04) XGBRegressor(base_score=0.5, colsample_bylevel=1, colsample_bytree=1, gamma=0, learning_rate=0.05, max_delta_step=0, max_depth=3, min_child_weight=1, missing=None, n_estimators=3000, nthread=-1, objective='reg:linear', reg_alpha=0, reg_lambda=1, scale_pos_weight=1, seed=0, silent=True, subsample=1) R2: 0.9974955668881031 RMSE: 0.01970599907519459 RMSLE: 0.0015195131730173404 Test R2: 0.8907693101656986 RMSE: 0.13078523430863218 RMSLE: 0.010277983592887913 Accuracy: 0.90 (+/- 0.03)