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1.13. Feature selection — scikit-learn 1.6.1 do...
f_classif , mutual_info_classif The methods based on F-test...estimator. For instance, we can use a F-test to retrieve the two best...scikit-learn.org/stable/modules/feature_selection.html -
Statistical comparison of models using grid sea...
AUC scores across folds print ( f "Correlation of models: \n { model_scores..., n_train , n_test ) print ( f "Corrected t-value: { t_stat :...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_stats.html -
Post-tuning the decision threshold for cost-sen...
the business metric: print ( f "Business defined metric: { scoring...( X_train , y_train ) print ( f " { tuned_model . best_threshold_...scikit-learn.org/stable/auto_examples/model_selection/plot_cost_sensitive_learning.html -
Categorical Feature Support in Gradient Boostin...
shape [ 1 ] print ( f "Number of samples: { X . shape...shape [ 0 ] } " ) print ( f "Number of features: { X . shape [ 1...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_categorical.html -
Gaussian Processes regression: basic introducto...
generative process is defined as \(f(x) = x \sin(x)\) . import numpy.... plot ( X , y , label = r "$f(x) = x \sin(x)$" , linestyle =...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_noisy_targets.html -
SelectFwe — scikit-learn 1.6.1 documentation
See also f_classif ANOVA F-value between label/feature...for classification tasks. f_regression F-value between label/feature...scikit-learn.org/stable/modules/generated/sklearn.feature_selection.SelectFwe.html -
SelectFdr — scikit-learn 1.6.1 documentation
See also f_classif ANOVA F-value between label/feature...for classification tasks. f_regression F-value between label/feature...scikit-learn.org/stable/modules/generated/sklearn.feature_selection.SelectFdr.html -
Release Highlights for scikit-learn 1.5 — sciki...
5" ) print ( f "Custom score: { custom_score...custom_scorer ) . fit ( X , y ) print ( f "Tuned decision threshold: { tuned_classifier...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_5_0.html -
Hierarchical clustering: structured vs unstruct...
print ( f "Elapsed time: { elapsed_time : .2f } s" ) print ( f "Number...print ( f "Elapsed time: { elapsed_time : .2f } s" ) print ( f "Number...scikit-learn.org/stable/auto_examples/cluster/plot_ward_structured_vs_unstructured.html -
Clustering text documents using k-means — sciki...
print ( f "LSA done in { time () - t0 : .3f } s" ) print ( f "Explained...unique_labels . shape [ 0 ] print ( f " { len ( dataset . data ) } documents...scikit-learn.org/stable/auto_examples/text/plot_document_clustering.html