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Probability Calibration curves — scikit-learn 1...
add_subplot ( gs [: 2 , : 2 ]) calibration_displays = {}...histogram grid_positions = [( 2 , 0 ), ( 2 , 1 ), ( 3 , 0 ), ( 3 ,...scikit-learn.org/stable/auto_examples/calibration/plot_calibration_curve.html -
7.5. Unsupervised dimensionality reduction — sc...
2. Random projections # The module:...scikit-learn.org/stable/modules/unsupervised_reduction.html -
make_classification — scikit-learn 1.7.2 docume...
n_informative = 2 , n_redundant = 2 , n_repeated = 0 , n_classes = 2 , n_clusters_per_class...n_clusters_per_class = 2 , weights = None , flip_y = 0.01 , class_sep...scikit-learn.org/stable/modules/generated/sklearn.datasets.make_classification.html -
manhattan_distances — scikit-learn 1.7.2 docume...
2 ], [ 3 , 4 ]], [[ 1 , 2 ], [ 0 , 3 ]]) array([[0., 2.],...]], [[ 2 ]]) array([[1.]]) >>> manhattan_distances ([[ 2 ]], [[...scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.manhattan_distances.html -
sort_graph_by_row_values — scikit-learn 1.7.2 d...
2. ], ... [ 1. , 2. , 0. ]]) >>> X . data...data array([3., 1., 3., 2., 1., 2.]) >>> X_ = sort_graph_by_row_values...scikit-learn.org/stable/modules/generated/sklearn.neighbors.sort_graph_by_row_values.html -
Shrinkage covariance estimation: LedoitWolf vs ...
logspace ( - 2 , 0 , 30 ) negative_logliks =...) plt . plot ( plt . xlim (), 2 * [ loglik_real ], "--r" , label...scikit-learn.org/stable/auto_examples/covariance/plot_covariance_estimation.html -
Model Complexity Influence — scikit-learn 1.7.2...
"n_iter_no_change" : 2 , }, "changing_param" : "l1_ratio"..."tuned_params" : { "C" : 1e3 , "gamma" : 2 **- 15 }, "changing_param" : "nu"...scikit-learn.org/stable/auto_examples/applications/plot_model_complexity_influence.html -
Principal Component Regression vs Partial Least...
n_samples ) / 2 fig , axes = plt . subplots ( 1 , 2 , figsize =...target. pca_2 = make_pipeline ( PCA ( n_components = 2 ), LinearRegression...scikit-learn.org/stable/auto_examples/cross_decomposition/plot_pcr_vs_pls.html -
kneighbors_graph — scikit-learn 1.7.2 documenta...
p = 2 , metric_params = None , include_self...standard Euclidean distance when p = 2. See the documentation of scipy.spatial.distance...scikit-learn.org/stable/modules/generated/sklearn.neighbors.kneighbors_graph.html -
spectral_clustering — scikit-learn 1.7.2 docume...
[2] . Read more in the User Guide...be avoided. Added in version 1.2: Added ‘auto’ option. assign_labels...scikit-learn.org/stable/modules/generated/sklearn.cluster.spectral_clustering.html