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Statistical comparison of models using grid sea...
"rank_test_score" , "mean_test_score" , "std_test_score" ]]...params rank_test_score mean_test_score std_test_score kernel...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_stats.html -
Time-related feature engineering — scikit-learn...
test_0 = all_splits [ 0 ] X . iloc [ test_0 ] season...train_4 , test_4 = all_splits [ 4 ] X . iloc [ test_4 ] season...scikit-learn.org/stable/auto_examples/applications/plot_cyclical_feature_engineering.html -
Lagged features for time series forecasting — s...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...train_test_split ( X , y , test_size = 0.2 , random_state = 42 )...scikit-learn.org/stable/auto_examples/applications/plot_time_series_lagged_features.html -
Tweedie regression on insurance claims — scikit...
( "test" , X_test , df_test ), ]: y , _weights...train_test_split df_train , df_test , X_train , X_test = train_test_split...scikit-learn.org/stable/auto_examples/linear_model/plot_tweedie_regression_insurance_claims.html -
Probability Calibration for 3-class classificat...
y [: 1000 ] X_test , y_test = X [ 1000 :], y [ 1000...log_loss ( y_test , clf_probs ) cal_score = log_loss ( y_test , cal_clf_probs...scikit-learn.org/stable/auto_examples/calibration/plot_calibration_multiclass.html -
Common pitfalls in the interpretation of coeffi...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...predict ( X_test ) mae_test = median_absolute_error ( y_test , y_pred...scikit-learn.org/stable/auto_examples/inspection/plot_linear_model_coefficient_interpretation.html -
Partial Dependence and Individual Conditional E...
( f "Test R2 score: { mlp_model . score ( X_test , y_test ) :...f "Test R2 score: { hgbdt_model . score ( X_test , y_test ) :...scikit-learn.org/stable/auto_examples/inspection/plot_partial_dependence.html -
Column Transformer with Mixed Types — scikit-le...
X_test , y_train , y_test = train_test_split ( X ,...score ( X_test , y_test ) : .3f } " ) accuracy of the best model...scikit-learn.org/stable/auto_examples/compose/plot_column_transformer_mixed_types.html -
Poisson regression and non-normal loss — scikit...
df_test = train_test_split ( df , test_size = 0.33 ,...df_test [ "Frequency" ], df_test [ "Frequency" ], df_test [ "Exposure"...scikit-learn.org/stable/auto_examples/linear_model/plot_poisson_regression_non_normal_loss.html -
Slashdot: News for nerds, stuff that matters
Silicon Valley-based software testing startup HeadSpin was sentenced...The case was the first known test for a jury to decide whether...yro.slashdot.org