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Linear and Quadratic Discriminant Analysis with...
0) and (1, 1) . Each blob is assigned a specific...cov_class_2 + np . array ([ 1 , 1 ]), ] ) y = np . concatenate...scikit-learn.org/stable/auto_examples/classification/plot_lda_qda.html -
2.2. Manifold learning — scikit-learn 1.8...
as \(L = D^{-\frac{1}{2}} (D - A) D^{-\frac{1}{2}}\) . Partial...is only artificially high. 2.2.1. Introduction # High-dimensional...scikit-learn.org/stable/modules/manifold.html -
Sparse inverse covariance estimation — sc...
RandomState ( 1 ) prec = make_sparse_spd_matrix...): plt . subplot ( 2 , 4 , i + 1 ) plt . imshow ( this_cov , interpolation...scikit-learn.org/stable/auto_examples/covariance/plot_sparse_cov.html -
Dimensionality Reduction with Neighborhood Comp...
subplot(1, 3, i + 1, aspect=1) # Fit the method's...X_embedded [:, 0 ], X_embedded [:, 1 ], c = y , s = 30 , cmap = "Set1"...scikit-learn.org/stable/auto_examples/neighbors/plot_nca_dim_reduction.html -
Probabilistic predictions with Gaussian process...
875 Accuracy: 1.000 (initial) 1.000 (optimized) Log-loss:...GaussianProcessClass ( kernel = 1.0 * RBF ( length_scale = 1.0 ), optimizer =...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpc.html -
Version 0.23 — scikit-learn 1.8.0 documen...
arguments n_classes < 1 OR length < 1 . #16006 by Rushabh Vasani...Bruno Charron . Version 0.23.1 # May 18 2020 Changelog # sklearn.cluster...scikit-learn.org/stable/whats_new/v0.23.html -
Demonstration of k-means assumptions — sc...
1 ], c = y_filtered ) axs [ 1 , 1 ] . set_title...X_filtered [:, 1 ], c = y_pred ) axs [ 1 , 1 ] . set_title (...scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_assumptions.html -
Online learning of a dictionary of parts of fac...
- 1 )) buffer . append ( data ) index += 1 if index %...[MiniBatchKMeans] Reassigning 1 cluster centers. Partial fit of...scikit-learn.org/stable/auto_examples/cluster/plot_dict_face_patches.html -
L1 Penalty and Sparsity in Logistic Regression ...
axes_row ) in enumerate ( zip (( 1 , 0.1 , 0.01 ), axes )): # Increase...of the models for varying C. C=1.00 Sparsity with L1 penalty: 4.69%...scikit-learn.org/stable/auto_examples/linear_model/plot_logistic_l1_l2_sparsity.html -
Compare the effect of different scalers on data...
cutoffs_X1 [ 1 ]], axis = 1 ) plot_distribution ( axarr [ 1 ], X [...left , width = 0.1 , 0.22 bottom , height = 0.1 , 0.7 bottom_h...scikit-learn.org/stable/auto_examples/preprocessing/plot_all_scaling.html