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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 -
Plot classification boundaries with different S...
1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 ]) # Plotting settings...], [ - 1.5 , - 1.0 ], [ - 1.4 , - 0.9 ], [ - 1.3 , - 1.2 ], [...scikit-learn.org/stable/auto_examples/svm/plot_svm_kernels.html -
Statistical comparison of models using grid sea...
\[t=\frac{\frac{1}{k \cdot r}\sum_{i=1}^{k}\sum_{j=1}^{r}x_{ij}}...p-values higher than 1 p_val = 1 if p_val > 1 else p_val pairwise_t_test...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_stats.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: 1.293 MB Mean distances rate: 1.01 (0.17) Projected...scikit-learn.org/stable/auto_examples/miscellaneous/plot_johnson_lindenstrauss_bound.html -
Release Highlights for scikit-learn 1.2 — sciki...
189830 -1.973554 2.0 1.0 33 -0.416010 2.630382 0.0 1.0 107 1.765012...-0.362176 4.0 3.0 7 -1.021849 0.788808 1.0 1.0 Interaction constraints...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_2_0.html -
Comparison of F-test and mutual information — s...
follows: y = x_1 + sin(6 * pi * x_2) + 0.1 * N(0, 1), that is the...features x_1, x_2, x_3 distributed uniformly over [0, 1], the target...scikit-learn.org/stable/auto_examples/feature_selection/plot_f_test_vs_mi.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 -
10. Common pitfalls and recommended practices —...
n_features = 1 , noise = 1 ) >>> X_train , X_test ,...applies to using None . 10.3.1.1. Estimators # Passing instances...scikit-learn.org/stable/common_pitfalls.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 -
Classification of text documents using sparse f...
the mean squared error on {-1, 1} encoded targets, one for each...n_features: { X_train . shape [ 1 ] } " ) print ( f "vectorize testing...scikit-learn.org/stable/auto_examples/text/plot_document_classification_20newsgroups.html