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IsolationForest example — scikit-learn 1.7.1 do...
= np . array ([[ 0.5 , - 0.1 ], [ 0.7 , 0.4 ]]) cluster_1 = 0.4..."predict" , alpha = 0.5 , ) disp . ax_ . scatter ( X [:, 0 ], X [:, 1...scikit-learn.org/stable/auto_examples/ensemble/plot_isolation_forest.html -
Prediction Latency — scikit-learn 1.7.1 documen...
bulk mode. Parameters ---------- estimator : already trained...parameters.""" if verbose : print ( "generating dataset..." ) X , y...scikit-learn.org/stable/auto_examples/applications/plot_prediction_latency.html -
Metadata Routing — scikit-learn 1.7.1 documenta...
None}, 'predict': {'groups': None}, 'score': {'sample_weight': None}}...False}, 'predict': {'groups': True}, 'score': {'sample_weight': False}}...scikit-learn.org/stable/auto_examples/miscellaneous/plot_metadata_routing.html -
Class Likelihood Ratios to measure classificati...
weights = [ 0.9 , 0.1 ], random_state = 0 ) print ( f "Percentage...the disease: { 100 * y . mean () : .2f } %" ) Percentage of people...scikit-learn.org/stable/auto_examples/model_selection/plot_likelihood_ratios.html -
Overview of multiclass training meta-estimators...
set_xlabel ( "Accuracy score" ) ax . set_xlim ([ 0 , 0.7 ]) _ = ax ....predictive model. y . value_counts () . sort_index () class_protein_localization...scikit-learn.org/stable/auto_examples/multiclass/plot_multiclass_overview.html -
Imputing missing values with variants of Iterat...
tolerances = ( 1e-3 , 1e-1 , 1e-1 , 1e-2 ) for ( name , impute_estimator...alpha = 1e4 ) ), ), ( "k-NN" , KNeighborsRegressor ( n_neighbors...scikit-learn.org/stable/auto_examples/impute/plot_iterative_imputer_variants_comparison.html -
ROC Curve with Visualization API — scikit-learn...
Parameters C 1.0 kernel 'rbf' degree 3 gamma 'scale' coef0 0.0 shrinking...= 42 ) rfc . fit ( X_train , y_train ) ax = plt . gca () rfc_disp...scikit-learn.org/stable/auto_examples/miscellaneous/plot_roc_curve_visualization_api.html -
Multiclass sparse logistic regression on 20newg...
10914094 0.11144673 0.13988486 0.09684337 0.26286057 0.11682692 0.55800226...0.2928359 0.27054655 0.62717609 0.19522393 0.30897646 0.34586917...scikit-learn.org/stable/auto_examples/linear_model/plot_sparse_logistic_regression_20newsgroups.html -
Comparison between grid search and successive h...
1e-2 , 1e-3 , 1e-4 , 1e-5 , 1e-6 , 1e-7 ] Cs = [ 1 , 10 , 100...set_xticks ( np . arange ( len ( Cs ))) ax . set_xticklabels ([ " {:.0E}...scikit-learn.org/stable/auto_examples/model_selection/plot_successive_halving_heatmap.html -
Precision-Recall — scikit-learn 1.7.1 documenta...
Parameters steps [('standardscaler', ...), ('linearsvc', ...)] transform_input...Pipeline(steps=[('standardscaler', StandardScaler()), ('linearsvc', Linear...scikit-learn.org/stable/auto_examples/model_selection/plot_precision_recall.html