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Demo of DBSCAN clustering algorithm — scikit-le...
print ( f "Homogeneity: { metrics . homogeneity_score...labels ) : .3f } " ) print ( f "Completeness: { metrics . completeness_score...scikit-learn.org/stable/auto_examples/cluster/plot_dbscan.html -
SelectFpr — scikit-learn 1.6.1 documentation
See also f_classif ANOVA F-value between label/feature...for a discrete target. f_regression F-value between label/feature...scikit-learn.org/stable/modules/generated/sklearn.feature_selection.SelectFpr.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 -
Approximate nearest neighbors in TSNE — scikit-...
msg = f "Benchmarking on { dataset_name } :" print ( f " \n {...msg = f "Benchmarking on { dataset_name } :" print ( f " \n {...scikit-learn.org/stable/auto_examples/neighbors/approximate_nearest_neighbors.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 -
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 -
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 -
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 -
Custom refit strategy of a grid search with cro...
target == 8 print ( f "The number of images is { X ....filtered_cv_results [ "params" ], ): print ( f "precision: { mean_precision :...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_digits.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