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Incremental PCA — scikit-learn 1.7.2 documentation
scatterpoints = 1 ) plt . axis ([ - 4 , 4 , - 1.5 , 1.5 ]) plt . show...target_name in zip ( colors , [ 0 , 1 , 2 ], iris . target_names ):...scikit-learn.org/stable/auto_examples/decomposition/plot_incremental_pca.html -
SimpleImputer — scikit-learn 1.7.2 documentation
scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...Added in version 1.2. Changed in version 1.6: Currently, when...scikit-learn.org/stable/modules/generated/sklearn.impute.SimpleImputer.html -
GMM covariances — scikit-learn 1.7.2 documentation
shape [ 1 ]) * gmm . covariances_ [ n ]...]) angle = np . arctan2 ( u [ 1 ], u [ 0 ]) angle = 180 * angle...scikit-learn.org/stable/auto_examples/mixture/plot_gmm_covariances.html -
fetch_california_housing — scikit-learn 1.7.2 d...
Added in version 1.5. delay float, default=1.0 Number of seconds...False , n_retries = 3 , delay = 1.0 ) [source] # Load the California...scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_california_housing.html -
fetch_species_distributions — scikit-learn 1.7....
Added in version 1.5. delay float, default=1.0 Number of seconds...True , n_retries = 3 , delay = 1.0 ) [source] # Loader for species...scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_species_distributions.html -
ConfusionMatrixDisplay — scikit-learn 1.7.2 doc...
scikit-learn 1.5 Release Highlights for scikit-learn 1.5 Label Propagation...are set from 0 to n_classes - 1 . Attributes : im_ matplotlib...scikit-learn.org/stable/modules/generated/sklearn.metrics.ConfusionMatrixDisplay.html -
inplace_row_scale — scikit-learn 1.7.2 document...
1 , 2 , 3 , 3 ]) >>> data = np . array ([ 8 , 1 , 2 , 5...csr . todense () matrix([[8, 1, 0, 0], [0, 0, 2, 0], [0, 0, 0,...scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs.inplace_row_scale.html -
mutual_info_score — scikit-learn 1.7.2 document...
1 , 1 , 0 , 1 , 0 ] >>> labels_pred = [ 0 , 1 , 0 , 0...as: \[MI(U,V)=\sum_{i=1}^{|U|} \sum_{j=1}^{|V|} \frac{|U_i\cap...scikit-learn.org/stable/modules/generated/sklearn.metrics.mutual_info_score.html -
check_is_fitted — scikit-learn 1.7.2 documentation
fit ([[ 1 , 2 ], [ 1 , 3 ]], [ 1 , 0 ]) LogisticRegression()...scikit-learn.org/stable/modules/generated/sklearn.utils.validation.check_is_fitted.html -
Imputing missing values with variants of Iterat...
1e-1 , 1e-1 , 1e-2 ) for ( name , impute_estimator..."IterativeImputer" ], axis = 1 , ) # plot california housing...scikit-learn.org/stable/auto_examples/impute/plot_iterative_imputer_variants_comparison.html