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Lasso model selection: AIC-BIC / cross-validati...
034821 -0.043401 -0.002592 0.019907 -0.017646 1 -0.001882 -0.044642...-0.045599 -0.034194 -0.032356 -0.002592 0.002861 -0.025930 3...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_model_selection.html -
Failure of Machine Learning to infer causal eff...
pd . Series ( { "college degree" : 2.0 , "ability" : 5.0 , "experience"..."experience" : 0.2 , "parent hourly wage" : 1.0 , } ) hourly_wages...scikit-learn.org/stable/auto_examples/inspection/plot_causal_interpretation.html -
Image denoising using kernel PCA — scikit-learn...
= ( 8 , 8 )) for img , ax in zip ( X , axs . ravel ()): ax . imshow...imshow ( img . reshape (( 16 , 16 )), cmap = "Greys" ) ax . axis...scikit-learn.org/stable/auto_examples/applications/plot_digits_denoising.html -
Univariate Feature Selection — scikit-learn 1.7...
RandomState ( 42 ) . uniform ( 0 , 0.1 , size = ( X . shape [ 0 ], 20...clf () plt . bar ( X_indices - 0.05 , scores , width = 0.2 ) plt...scikit-learn.org/stable/auto_examples/feature_selection/plot_feature_selection.html -
Recursive feature elimination with cross-valida...
min_features_to_select , n_jobs = 2 , ) rfecv . fit ( X , y ) print ( f "Optimal...pd . DataFrame ( data ) plt . figure () plt . xlabel ( "Number...scikit-learn.org/stable/auto_examples/feature_selection/plot_rfe_with_cross_validation.html -
Hashing feature transformation using Totally Ra...
[:, 0 ] . min () - 0.5 , X [:, 0 ] . max () + 0.5 y_min , y_max...X [:, 1 ] . min () - 0.5 , X [:, 1 ] . max () + 0.5 xx , yy =...scikit-learn.org/stable/auto_examples/ensemble/plot_random_forest_embedding.html -
Gaussian process classification (GPC) on iris d...
X [:, 0 ] . min () - 1 , X [:, 0 ] . max () + 1 y_min , y_max...= X [:, 1 ] . min () - 1 , X [:, 1 ] . max () + 1 xx , yy = np...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpc_iris.html -
Lasso on dense and sparse data — scikit-learn 1...
: { ( Xs_sp . nnz / float ( X . size ) * 100 ) : .3f } %" ) alpha...( f "Sparse Lasso done in { ( time () - t0 ) : .3f } s" ) t0...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_dense_vs_sparse_data.html -
Density Estimation for a Gaussian mixture — sci...
np . array ([[ 0.0 , - 0.7 ], [ 3.5 , 0.7 ]]) stretched_gaussian...np . linspace ( - 20.0 , 30.0 ) y = np . linspace ( - 20.0 ,...scikit-learn.org/stable/auto_examples/mixture/plot_gmm_pdf.html -
Scaling the regularization parameter for SVCs —...
= np . logspace ( - 2.3 , - 1.3 , 10 ) train_sizes = np . linspace...linestyle = "--" , color = "grey" , alpha = 0.7 ) # plot results...scikit-learn.org/stable/auto_examples/svm/plot_svm_scale_c.html