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Single estimator versus bagging: bias-variance ...
n_estimators - 1 : plt . legend ( loc = ( 1.1 , 0.5 )) plt ....axis = 1 )) ** 2 y_var = np . var ( y_predict , axis = 1 ) print...scikit-learn.org/stable/auto_examples/ensemble/plot_bias_variance.html -
Various Agglomerative Clustering on a 2D embedd...
1 , 0.95 ]) # ---------- # 2D embedding...time of the script: (0 minutes 1.491 seconds) Download Jupyter...scikit-learn.org/stable/auto_examples/cluster/plot_digits_linkage.html -
Comparison of the K-Means and MiniBatchKMeans c...
centers = [[ 1 , 1 ], [ - 1 , - 1 ], [ 1 , - 1 ]] n_clusters...ax = fig . add_subplot ( 1 , 3 , 1 ) for k , col in zip ( range...scikit-learn.org/stable/auto_examples/cluster/plot_mini_batch_kmeans.html -
Inductive Clustering — scikit-learn 1.8.0...
cluster_std = [ 1.0 , 1.0 , 0.5 ], centers = [( - 5.... scatter ( X [:, 0 ], X [:, 1 ], c = color , alpha = alpha ,...scikit-learn.org/stable/auto_examples/cluster/plot_inductive_clustering.html -
MinCovDet — scikit-learn 1.8.0 documentation
algorithm: (n_samples + n_features + 1) / 2 * n_samples . The parameter...parameter must be in the range (0, 1]. random_state int, RandomState...scikit-learn.org/stable/modules/generated/sklearn.covariance.MinCovDet.html -
Segmenting the picture of greek coins in region...
1.76s Spectral clustering: discretize, 1.62s Spectral...the # actual image. For beta=1, the segmentation is close to...scikit-learn.org/stable/auto_examples/cluster/plot_coin_segmentation.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 -
orthogonal_mp_gram — scikit-learn 1.8.0 d...
scikit-learn.org/stable/modules/generated/sklearn.linear_model.orthogonal_mp_gram.html -
Evaluate the performance of a classifier with C...
confusion matrix [[1. 0. 0. ] [0. 0.62 0.38] [0. 0. 1. ]] Binary Classification...scikit-learn 1.5 Release Highlights for scikit-learn 1.5 Recognizing...scikit-learn.org/stable/auto_examples/model_selection/plot_confusion_matrix.html -
Robust covariance estimation and Mahalanobis di...
where feature 1 has a standard deviation equal to 1 and feature...np . arange ( 1 , n_features ), np . arange ( 1 , n_features )]...scikit-learn.org/stable/auto_examples/covariance/plot_mahalanobis_distances.html