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8.2. Real world datasets — scikit-learn 1.7.0 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 -
Version 0.20 — scikit-learn 1.7.0 documentation
1} or {-1, 1} through pos_label parameter....PyPy3-v5.10+, Numpy 1.14.0+, and scipy 1.1.0+ are required. #11010...scikit-learn.org/stable/whats_new/v0.20.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 -
Displaying estimators and complex pipelines — s...
0001 C 1.0 fit_intercept True intercept_scaling 1 class_weight...ColumnTransformer(transformers=[('pipeline-1', Pipeline(steps=[('simpleimputer',...scikit-learn.org/stable/auto_examples/miscellaneous/plot_estimator_representation.html -
parametrize_with_checks — scikit-learn 1.7.0 do...
scikit-learn 1.6 Release Highlights for scikit-learn 1.6 On this...specific category. Added in version 1.6. expected_failed_checks callable,...scikit-learn.org/stable/modules/generated/sklearn.utils.estimator_checks.parametrize_with_checks.... -
Advanced Plotting With Partial Dependence — sci...
1 beta_1 0.9 beta_2 0.999 epsilon 1e-08...ax2 ) = plt . subplots ( 2 , 1 , figsize = ( 10 , 10 )) tree_disp...scikit-learn.org/stable/auto_examples/miscellaneous/plot_partial_dependence_visualization_api.html -
Support — scikit-learn 1.7.0 documentation
Resources # This documentation is for 1.7.0. Documentation for other versions...scikit-learn.org/stable/support.html -
Version 0.18 — scikit-learn 1.7.0 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 -
Multiclass Receiver Operating Characteristic (R...
1 ], [ 0 , 1 ], "k--" , label = "Chance...xlim = ( - 0.01 , 1.01 ), ylim = ( - 0.01 , 1.01 ), ) We confirm...scikit-learn.org/stable/auto_examples/model_selection/plot_roc.html -
make_sparse_spd_matrix — scikit-learn 1.7.0 doc...
array([[1., 0., 0., 0.], [0., 1., 0., 0.], [0., 0., 1., 0.], [0.,...elements all 1. smallest_coef float, default=0.1 The value of...scikit-learn.org/stable/modules/generated/sklearn.datasets.make_sparse_spd_matrix.html