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Permutation Importance with Multicollinear or C...
subplots ( 1 , 2 , figsize = ( 12 , 8 )) mdi_importances...ax1 , ax2 ) = plt . subplots ( 1 , 2 , figsize = ( 12 , 8 )) corr...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance_multicollinear.html -
mean_gamma_deviance — scikit-learn 1.8.0 ...
1 , 4 ] >>> y_pred = [...mean_gamma_deviance ( y_true , y_pred ) 1.0568... On this page This Page...scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_gamma_deviance.html -
Principal Component Regression vs Partial Least...
axes [ 1 ] . scatter ( X . dot ( pca . components_ [ 1 ]), y ,.... scatter ( X [:, 0 ], X [:, 1 ], alpha = 0.3 , label = "samples"...scikit-learn.org/stable/auto_examples/cross_decomposition/plot_pcr_vs_pls.html -
Sample pipeline for text feature extraction and...
array([1.e-06, 1.e-05, 1.e-04, 1.e-03, 1.e-02, 1.e-01, 1.e+00,...1.e+00, 1.e+01, 1.e+02, 1.e+03, 1.e+04, 1.e+05, 1.e+06]), 'vect__max_df':...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_text_feature_extraction.html -
Density Estimation for a Gaussian mixture ̵...
norm = LogNorm ( vmin = 1.0 , vmax = 1000.0 ), levels =...X_train [:, 0 ], X_train [:, 1 ], 0.8 ) plt . title ( "Negative...scikit-learn.org/stable/auto_examples/mixture/plot_gmm_pdf.html -
ComplementNB — scikit-learn 1.8.0 documen...
Added in version 1.2. Changed in version 1.4: The default value...sklearn.naive_bayes. ComplementNB ( * , alpha = 1.0 , force_alpha = True , fit_prior...scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.ComplementNB.html -
7.8. Pairwise metrics, Affinities and Kernels &...
for choosing gamma is 1 / num_features S = 1. / (D / np.max(D))...>>> Y = np . array ([[ 1 , 0 ], [ 2 , 1 ]]) >>> pairwise_distances...scikit-learn.org/stable/modules/metrics.html -
Early stopping of Stochastic Gradient Descent &...
version = 1 , as_frame = False ) # take only...n_iter_no_change = 3 , tol = 0.1 ), "Validation score"...scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_early_stopping.html -
Shrinkage covariance estimation: LedoitWolf vs ...
[ 1 ] . Its convergence is significantly...* np . log (( plt . ylim ()[ 1 ] - plt . ylim ()[ 0 ])) ymax...scikit-learn.org/stable/auto_examples/covariance/plot_covariance_estimation.html -
safe_sparse_dot — scikit-learn 1.8.0 docu...
>>> X = csr_matrix ([[ 1 , 2 ], [ 3 , 4 ], [ 5 , 6 ]])...scikit-learn.org/stable/modules/generated/sklearn.utils.extmath.safe_sparse_dot.html