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Gaussian Processes regression: basic introducto...
num = 1_000 ) . reshape ( - 1 , 1 ) y = np . squeeze...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 -
Test with permutations the significance of a cl...
weak structure in the data [ 1 ] . References Total running time...scikit-learn.org/stable/auto_examples/model_selection/plot_permutation_tests_for_classification.html -
Failure of Machine Learning to infer causal eff...
"parent hourly wage" : 1.0 , } ) hourly_wages = ( true_coef...abilities + rng . normal ( 0 , 1 , size = n_samples ) ) hourly_wages...scikit-learn.org/stable/auto_examples/inspection/plot_causal_interpretation.html -
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1 11.0 10.3 10.2 10.1 10.0 9.4 9.3 9.2 9.1 9.0 8.0 7.0...13.3 13.2 13.1 13.0 12.7 12.6 12.5 12.4 12.3 12.2 12.1 12.0 11.4...fess.codelibs.org/4.0/user/xml-response.html -
The Johnson-Lindenstrauss bound for embedding w...
by: \[(1 - eps) \|u - v\|^2 < \|p(u) - p(v)\|^2 < (1 + eps) \|u...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 -
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 -
Crafting a minimal reproducer for scikit-learn ...
1.43 , 30.01 , 22.17 ], "target"...recent call last) <ipython-input-1-a674e682c281> in <module> 4 vectorizer...scikit-learn.org/stable/developers/minimal_reproducer.html -
Clustering text documents using k-means — sciki...
assigned to each cluster: [ 1 1 1 3384] Number of elements assigned...n_features: { X_tfidf . shape [ 1 ] } " ) vectorization done in...scikit-learn.org/stable/auto_examples/text/plot_document_clustering.html -
Effect of model regularization on training and ...
noise = 1.0 , coef = True , random_state...alphas = np . logspace ( - 5 , 1 , 60 ) disp = ValidationCurveDispl...scikit-learn.org/stable/auto_examples/model_selection/plot_train_error_vs_test_error.html -
Shrinkage covariance estimation: LedoitWolf vs ...
ylim ()[ 1 ] - plt . ylim ()[ 0 ])) ymax...shrinkages [ 0 ] xmax = shrinkages [ - 1 ] # LW likelihood plt . vlines...scikit-learn.org/stable/auto_examples/covariance/plot_covariance_estimation.html