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Glossary of Common Terms and API Elements ̵...
[{0: 1, 1: 1}, {0: 1, 1: 5}, {0: 1, 1: 1}, {0: 1, 1: 1}] instead...instead of [{1:1}, {2:5}, {3:1}, {4:1}] . The class_weight parameter...scikit-learn.org/stable/glossary.html -
Swiss Roll And Swiss-Hole Reduction — sci...
) axs [ 1 ] . scatter ( sr_tsne [:, 0 ], sr_tsne [:, 1 ], c =...) axs [ 1 ] . scatter ( sh_tsne [:, 0 ], sh_tsne [:, 1 ], c =...scikit-learn.org/stable/auto_examples/manifold/plot_swissroll.html -
Features in Histogram Gradient Boosting Trees &...
Normalized between 0 and 1; day: day of week (1-7); period: half hour...predictions [ 1 ][ first_week ], color = colors [ 0 ], alpha = 0.1 , )...scikit-learn.org/stable/auto_examples/ensemble/plot_hgbt_regression.html -
Blind source separation using FastICA — s...
array ([[ 1 , 1 , 1 ], [ 0.5 , 2 , 1.0 ], [ 1.5 , 1.0 , 2.0 ]])...models , names ), 1 ): plt . subplot ( 4 , 1 , ii ) plt . title...scikit-learn.org/stable/auto_examples/decomposition/plot_ica_blind_source_separation.html -
Column Transformer with Heterogeneous Data Sour...
fetch_20newsgroups ( random_state = 1 , subset = "train" ,...fetch_20newsgroups ( random_state = 1 , subset = "test" ,...scikit-learn.org/stable/auto_examples/compose/plot_column_transformer.html -
Recursive feature elimination with cross-valida...
n_clusters_per_class = 1 , class_sep = 0.8 , random_state...StratifiedKFold min_features_to_select = 1 # Minimum number of features to...scikit-learn.org/stable/auto_examples/feature_selection/plot_rfe_with_cross_validation.html -
Plot Ridge coefficients as a function of the re...
Hilbert matrix X = 1.0 / ( np . arange ( 1 , 11 ) + np . arange..."Feature { i + 1 } " for i in range ( X . shape [ 1 ])], loc =...scikit-learn.org/stable/auto_examples/linear_model/plot_ridge_path.html -
Pipelining: chaining a PCA and a logistic regre...
arange ( 1 , pca . n_components_ + 1 ), pca . explained_variance_ratio_...( max_iter = 10000 , tol = 0.1 ) pipe = Pipeline ( steps = [(...scikit-learn.org/stable/auto_examples/compose/plot_digits_pipe.html -
Outlier detection on a real data set — sc...
EllipticEnvelope ( support_fraction = 1.0 , contamination = 0.25 ), "Robust...load_wine ()[ "data" ][:, [ 1 , 2 ]] # two clusters fig , ax...scikit-learn.org/stable/auto_examples/applications/plot_outlier_detection_wine.html -
Early stopping of Stochastic Gradient Descent &...
version = 1 , as_frame = False ) # take only...n_iter_no_change = 3 , tol = 0.1 ), "Validation score"...scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_early_stopping.html