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Displaying estimators and complex pipelines — s...
('standardscaler', StandardScaler())]), ('feat1', 'feat3')), ('pipeline-2', ...transformers [('pipeline-1', ...), ('pipeline-2', ...)] remainder 'drop'...scikit-learn.org/stable/auto_examples/miscellaneous/plot_estimator_representation.html -
L1-based models for Sparse Signals — scikit-lea...
[:, i ] += 0.2 * rng . normal ( 0 , 1 , n_samples ) y += 0.2 *...n_features )) / 0.01 X = np . zeros (( n_samples , n_features )) for...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_and_elasticnet.html -
SGD: convex loss functions — scikit-learn 1.7.2...
function $f(x)$" ) plt . ylabel ( "$L(y=1, f(x))$" ) plt . show ()...[ 1 , 1 , 0 , 0 ], color = "gold" , lw = lw , label = "Zero-one...scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_loss_functions.html -
Kernel Density Estimate of Species Distribution...
utions` Returns ------- (xgrid, ygrid) : 1-D arrays The grid...[ "train" ][ "species" ]], dtype = "int" , ) Xtrain *= np . pi...scikit-learn.org/stable/auto_examples/neighbors/plot_species_kde.html -
Theil-Sen Regression — scikit-learn 1.7.2 docum...
. random . seed ( 0 ) # Linear model y = 3*x + N(2, 0.1**2) x...= { "OLS" : "turquoise" , "Theil-Sen" : "gold" , "RANSAC" : "lightgreen"...scikit-learn.org/stable/auto_examples/linear_model/plot_theilsen.html -
Imputing missing values before building an esti...
make_pipeline ( RobustScaler (), imputer ) ) x_labels . append ( "KNN Imputation"...ror" , cv = N_SPLITS ) return scores . mean (), scores . std...scikit-learn.org/stable/auto_examples/impute/plot_missing_values.html -
Plotting Cross-Validated Predictions — scikit-l...
cross_val_predict ( lr , X , y , cv = 10 ) Since cv=10 , it means that...) axs [ 0 ] . set_title ( "Actual vs. Predicted values" ) PredictionErrorDispl...scikit-learn.org/stable/auto_examples/model_selection/plot_cv_predict.html -
Nearest Centroid Classification — scikit-learn ...
ListedColormap ([ "orange" , "cyan" , "cornflowerblue" ]) cmap_bold...ListedColormap ([ "darkorange" , "c" , "darkblue" ]) for shrinkage...scikit-learn.org/stable/auto_examples/neighbors/plot_nearest_centroid.html -
Custom refit strategy of a grid search with cro...
predict. Parameters ---------- cv_results : dict of numpy (masked)...digits . images . reshape (( n_samples , - 1 )) y = digits . target...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_digits.html -
Importance of Feature Scaling — scikit-learn 1....
(), X_plot [ "proline" ] . max ())) disp . ax_ . set_ylim ((...X_plot [ "hue" ] . min (), X_plot [ "hue" ] . max ())) return disp...scikit-learn.org/stable/auto_examples/preprocessing/plot_scaling_importance.html