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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 -
Advanced Plotting With Partial Dependence — sci...
steps [('standardscaler', ...), ('mlpregressor', ...)] transform_input...= 0 ), ) tree . fit ( X , y ) mlp . fit ( X , y ) Pipeline(st...scikit-learn.org/stable/auto_examples/miscellaneous/plot_partial_dependence_visualization_api.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 -
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 -
Detection error tradeoff (DET) curve — scikit-l...
classifiers . items (): ( color , linestyle ) = ( ( "black" , "--" ) if...make_pipeline ( StandardScaler (), LinearSVC ( C = 0.025 )), "Random...scikit-learn.org/stable/auto_examples/model_selection/plot_det.html -
Nested versus non-nested cross-validation — sci...
= { "C" : [ 1 , 10 , 100 ], "gamma" : [ 0.01 , 0.1 ]} # We will...bbox_to_anchor = ( 0 , 0.4 , 0.5 , 0 ), ) plt . title ( "Non-Nested and...scikit-learn.org/stable/auto_examples/model_selection/plot_nested_cross_validation_iris.html -
Theil-Sen Regression — scikit-learn 1.7.1 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 -
Outlier detection with Local Outlier Factor (LO...
(( - 5 , 5 )) plt . ylim (( - 5 , 5 )) plt . xlabel ( "prediction...20 ]) plt . scatter ( X [:, 0 ], X [:, 1 ], color = "k" , s = 3.0...scikit-learn.org/stable/auto_examples/neighbors/plot_lof_outlier_detection.html -
SGD: convex loss functions — scikit-learn 1.7.1...
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 -
sklearn.multioutput — scikit-learn 1.7.1 docume...
top Ctrl + K GitHub Choose version sklearn.multioutput # Multioutput...estimators. User guide. See the Multilabel classification , Multiclass-multioutput...scikit-learn.org/stable/api/sklearn.multioutput.html