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make_swiss_roll — scikit-learn 1.7.2 docu...
algorithm is from Marsland [1]. References [ 1 ] S. Marsland, “Machine...from Stephen Marsland’s code [1]. Parameters : n_samples int,...scikit-learn.org/stable/modules/generated/sklearn.datasets.make_swiss_roll.html -
FeatureUnion — scikit-learn 1.7.2 documen...
svd__n_components = 1 ) . fit_transform ( X ) array([[-1.5 , 3.04], [ 1.5 , 5.72]])...unchanged. Added in version 1.1: Added the option "passthrough"...scikit-learn.org/stable/modules/generated/sklearn.pipeline.FeatureUnion.html -
silhouette_score — scikit-learn 1.7.2 doc...
The best value is 1 and the worst value is -1. Values near 0 indicate...<= n_labels <= n_samples - 1 . This function returns the mean...scikit-learn.org/stable/modules/generated/sklearn.metrics.silhouette_score.html -
make_gaussian_quantiles — scikit-learn 1....
dataset is from Zhu et al [1]. References [ 1 ] Zhu, H. Zou, S. Rosset,...es ( * , mean = None , cov = 1.0 , n_samples = 100 , n_features...scikit-learn.org/stable/modules/generated/sklearn.datasets.make_gaussian_quantiles.html -
Matern — scikit-learn 1.7.2 documentation
kernel = 1.0 * Matern ( length_scale = 1.0 , nu = 1.5 ) >>>...length_scale = 1.0 , length_scale_bounds = (1e-05, 100000.0) , nu = 1.5 )...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.Matern.html -
KMeans — scikit-learn 1.7.2 documentation
scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Clustering...X = np . array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 10 , 2...scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html -
mean_poisson_deviance — scikit-learn 1.7....
with the power parameter power=1 . Read more in the User Guide...>>> y_true = [ 2 , 0 , 1 , 4 ] >>> y_pred = [...scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_poisson_deviance.html -
RidgeCV — scikit-learn 1.7.2 documentation
1, 1.0, 10.0) , * , fit_intercept...shape (n_alphas,), default=(0.1, 1.0, 10.0) Array of alpha values...scikit-learn.org/stable/modules/generated/sklearn.linear_model.RidgeCV.html -
1.2. Linear and Quadratic Discriminant Analysis...
equal to \(\frac{1}{n - 1} X_k^tX_k = \frac{1}{n - 1} V S^2 V^t\)...\frac{1}{(2\pi)^{d/2} |\Sigma_k|^{1/2}}\exp\left(-\frac{1}{2} (x-\mu_k)^t...scikit-learn.org/stable/modules/lda_qda.html -
Release Highlights for scikit-learn 1.2 —...
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