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Demonstrating the different strategies of KBins...
]]) centers_1 = np . array ([[ 0 , 0 ], [ 3 , 1 ]]) # construct...strategies ) + 1 , i ) ax . scatter ( X [:, 0 ], X [:, 1 ], edgecolors...scikit-learn.org/stable/auto_examples/preprocessing/plot_discretization_strategies.html -
Model selection with Probabilistic PCA and Fact...
5 sigma = 1.0 rng = np . random . RandomState...scikit-learn.org/stable/auto_examples/decomposition/plot_pca_vs_fa_model_selection.html -
Visualizing the stock market structure — scikit...
index ] = 1 dy = y - embedding [ 1 ] dy [ index ] = 1 this_dx =...alphas = np . logspace ( - 1.5 , 1 , num = 10 ) edge_model = covariance...scikit-learn.org/stable/auto_examples/applications/plot_stock_market.html -
Agglomerative clustering with and without struc...
) t = 1.5 * np . pi * ( 1 + 3 * np . random . rand ( 1 , n_samples..."single" )): plt . subplot ( 1 , 4 , index + 1 ) model = AgglomerativeCluster...scikit-learn.org/stable/auto_examples/cluster/plot_agglomerative_clustering.html -
Demonstration of multi-metric evaluation on cro...
1 ) # Get the regular numpy array...sample_score_std , alpha = 0.1 if sample == "test" else 0 , color...scikit-learn.org/stable/auto_examples/model_selection/plot_multi_metric_evaluation.html -
Theil-Sen Regression — scikit-learn 1.6.1 docum...
than or equal to n_features + 1. The final slope and intercept...Linear model y = 3*x + N(2, 0.1**2) x = np . random . randn (...scikit-learn.org/stable/auto_examples/linear_model/plot_theilsen.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 -
Version 0.21 — scikit-learn 1.6.1 documentation
threaded for n_jobs > 1 or n_jobs = -1 . #12955 by Prabakaran...linear_model.ARDRegression and Scipy>=1.3.0. Adapts to upstream changes...scikit-learn.org/stable/whats_new/v0.21.html -
Compressive sensing: tomography reconstruction ...
floor_x + 1 )), np . hstack (( 1 - alpha , alpha ))...int ), ( points [ 1 ]) . astype ( int )] = 1 mask = ndimage ....scikit-learn.org/stable/auto_examples/applications/plot_tomography_l1_reconstruction.html -
Version 0.20 — scikit-learn 1.6.1 documentation
1} or {-1, 1} through pos_label parameter....PyPy3-v5.10+, Numpy 1.14.0+, and scipy 1.1.0+ are required. #11010...scikit-learn.org/stable/whats_new/v0.20.html