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Monotonic Constraints — scikit-learn 1.4.2 docu...
with f_0, and negatively correlated with f_1 y = 5 * f_0 + np.... pi * f_0 ) - 5 * f_1 - np . cos ( 10 * np . pi * f_1 ) + noise...scikit-learn.org/stable/auto_examples/ensemble/plot_monotonic_constraints.html -
FeatureHasher and DictVectorizer Comparison — s...
s in raw_data ) / 1e6 print ( f " { len ( raw_data ) } documents...data_size_mb / duration ) print ( f "done in { duration : .3f } s...scikit-learn.org/stable/auto_examples/text/plot_hashing_vs_dict_vectorizer.html -
Classification of text documents using sparse f...
print ( f " { len ( data_train . data ) } documents - " f " { data_train_size_mb...print ( f " { len ( target_names ) } categories" ) print ( f "vectorize...scikit-learn.org/stable/auto_examples/text/plot_document_classification_20newsgroups.html -
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 -
L1-based models for Sparse Signals — scikit-lea...
" f "ARD $R^2$: { r2_score_ard : .3f } , " f "ElasticNet...( X_train , y_train ) print ( f "Lasso fit done in { ( time ()...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_and_elasticnet.html -
sklearn.feature_selection.SelectFpr — scikit-le...
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 -
Feature agglomeration vs. univariate selection ...
BayesianRidge f_regression = mem . cache ( feature_selection . f_regression...univariate_selection.f_regression... f_regression(array([[-0.451933,...scikit-learn.org/stable/auto_examples/cluster/plot_feature_agglomeration_vs_univariate_selection.... -
Illustration of prior and posterior Gaussian pr...
label = f "Sampled function # { idx + 1...plt . tight_layout () print ( f "Kernel parameters before fit:...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_prior_posterior.html -
Model-based and sequential feature selection — ...
time () print ( f " \n tol: { tol } " ) print ( f "Features selected:...X , y ) toc = time () print ( f "Features selected by SelectFromModel:...scikit-learn.org/stable/auto_examples/feature_selection/plot_select_from_model_diabetes.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