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Linear and Quadratic Discriminant Analysis with...
0) and (1, 1) . Each blob is assigned a specific...cov_class_2 + np . array ([ 1 , 1 ]), ] ) y = np . concatenate...scikit-learn.org/stable/auto_examples/classification/plot_lda_qda.html -
Release Highlights for scikit-learn 0.23 —...
C 1.0 fit_intercept True intercept_scaling 1 class_weight ...been removed in version 1.2. From 1.2, use # PartialDependenceDis...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_0_23_0.html -
Lasso, Lasso-LARS, and Elastic Net paths —...
legend (( l1 [ - 1 ], l2 [ - 1 ]), ( "Lasso"...plt . legend (( l1 [ - 1 ], l2 [ - 1 ]), ( "Lasso"...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_lasso_lars_elasticnet_path.html -
Class Likelihood Ratios to measure classificati...
param to positive negative mean 1.0 1.0 std 0.0 0.0 The absence of...linspace ( 0.1 , 0.8 , 6 ) weights = weights [:: - 1 ] # fit and...scikit-learn.org/stable/auto_examples/model_selection/plot_likelihood_ratios.html -
Gaussian Processes regression: basic introducto...
reshape ( - 1 , 1 ) y = np . squeeze ( X * np...import RBF kernel = 1 * RBF ( length_scale = 1.0 , length_scale_bounds...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_noisy_targets.html -
The Johnson-Lindenstrauss bound for embedding w...
by: \[(1 - eps) \|u - v\|^2 < \|p(u) - p(v)\|^2 < (1 + eps)...matrix with size: 1.301 MB Mean distances rate: 1.02 (0.17) Projected...scikit-learn.org/stable/auto_examples/miscellaneous/plot_johnson_lindenstrauss_bound.html -
Partial Dependence and Individual Conditional E...
rstride = 1 , cstride = 1 , cmap = plt . cm . BuPu...scikit-learn 1.2 Release Highlights for scikit-learn 1.2 Gallery...scikit-learn.org/stable/auto_examples/inspection/plot_partial_dependence.html -
Clustering text documents using k-means —...
assigned to each cluster: [ 1 1 1 3384] Number of elements assigned...n_features: { X_tfidf . shape [ 1 ] } " ) vectorization done...scikit-learn.org/stable/auto_examples/text/plot_document_clustering.html -
Hierarchical clustering: structured vs unstruct...
1 ] *= 0.5 Compute clustering #...set_position ([ 0 , 0 , 0.95 , 1 ]) for l in np . unique ( label...scikit-learn.org/stable/auto_examples/cluster/plot_ward_structured_vs_unstructured.html -
HuberRegressor vs Ridge on dataset with strong ...
) epsilon_values = [ 1 , 1.5 , 1.75 , 1.9 ] for k , epsilon in...n_samples = 20 , n_features = 1 , random_state = 0 , noise = 4.0...scikit-learn.org/stable/auto_examples/linear_model/plot_huber_vs_ridge.html