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Displaying estimators and complex pipelines — s...
ColumnTransformer(transformers=[('pipeline-1', Pipeline(steps=[('simpleimputer',...ColumnTransformer(transformers=[('pipeline-1', Pipeline(steps=[('simpleimputer',...scikit-learn.org/stable/auto_examples/miscellaneous/plot_estimator_representation.html -
Illustration of prior and posterior Gaussian pr...
"Observations" ) axs [ 1 ] . legend ( bbox_to_anchor = ( 1.05 , 1.5 ), loc..."Observations" ) axs [ 1 ] . legend ( bbox_to_anchor = ( 1.05 , 1.5 ), loc...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_prior_posterior.html -
Advanced Plotting With Partial Dependence — sci...
1 , figsize = ( 10 , 10 )) tree_disp..."Multi-layer Perceptron" ) Text(0.5, 1.0, 'Multi-layer Perceptron') Another...scikit-learn.org/stable/auto_examples/miscellaneous/plot_partial_dependence_visualization_api.html -
Version 0.18 — scikit-learn 1.6.1 documentation
for compatibility with NumPy 1.13.0: #7946 #8355 by Loic Esteve...Guerin, Sergei Lebedev Version 0.18.1 # November 11, 2016 Changelog...scikit-learn.org/stable/whats_new/v0.18.html -
Joint feature selection with multi-task Lasso —...
ylim ([ - 1.1 , 1.1 ]) plt . show () Total running...(( 1.0 + rng . randn ( 1 )) * times + 3 * rng . randn ( 1 ))...scikit-learn.org/stable/auto_examples/linear_model/plot_multi_task_lasso_support.html -
Balance model complexity and cross-validated sc...
within 1 standard deviation of the best accuracy score. [1] Hastie,...finding a decent accuracy within 1 standard deviation of the best...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_refit_callable.html -
mean_absolute_percentage_error — scikit-learn 1...
1 ], [ - 1 , 1 ], [ 7 , - 6 ]] >>> y_pred...y_true = [ 1. , 0. , 2.4 , 7. ] >>> y_pred = [ 1.2 , 0.1 , 2.4 ,...scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_absolute_percentage_error.html -
Gaussian Process for Machine Learning — scikit-...
Examples concerning the sklearn.gaussian_process module. Ability of Gaussian process regression (GPR) to estimate data noise-level Comparison of kernel ridge and Gaussian process regression Forecas...scikit-learn.org/stable/auto_examples/gaussian_process/index.html -
7.2. Real world datasets — scikit-learn 1.6.1 d...
1, 1, 1, 0, 1, 1, 0, 0, 0]) Converting...target [: 10 ]) [5, 6, 3, 1, 0, 1, 3, 4, 3, 0] The second loader...scikit-learn.org/stable/datasets/real_world.html -
Target Encoder’s Internal Cross fitting — sciki...
reshape ( - 1 , 1 )) # Remove the linear relationship...replace = True ) . reshape ( - 1 , 1 ) Finally, we assemble the dataset...scikit-learn.org/stable/auto_examples/preprocessing/plot_target_encoder_cross_val.html