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Sample pipeline for text feature extraction and...
) print ( f "Loading 20 newsgroups dataset...data_train . target_names ) print ( f " { len ( data_train . data...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_text_feature_extraction.html -
Failure of Machine Learning to infer causal eff...
y_pred_with_ability ) print ( f "R2 score with ability: {...y_pred_without_ability ) print ( f "R2 score without ability:...scikit-learn.org/stable/auto_examples/inspection/plot_causal_interpretation.html -
Permutation Importance with Multicollinear or C...
y_train ) print ( f "Baseline accuracy on test...with features removed:" f " { clf_sel . score ( X_test_sel...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance_multicollinear.html -
Class Likelihood Ratios to measure classificati...
random_state = 0 ) print ( f "Percentage of people carrying...replace_undefined_by = 1.0 ) print ( f "LR+: { pos_LR : .3f } "...scikit-learn.org/stable/auto_examples/model_selection/plot_likelihood_ratios.html -
l1_min_c — scikit-learn 1.8.0 documentation
random_state = 42 ) >>> print ( f " { l1_min_c ( X , y , loss...scikit-learn.org/stable/modules/generated/sklearn.svm.l1_min_c.html -
SplineTransformer — scikit-learn 1.8.0 do...
‘F’}, default=’C’ Order of output...output array in the dense case. 'F' order is faster to compute, but...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.SplineTransformer.html -
Compare Stochastic learning strategies for MLPC...
( "Training set score: %f " % mlp . score ( X , y ))...print ( "Training set loss: %f " % mlp . loss_ ) for mlp...scikit-learn.org/stable/auto_examples/neural_networks/plot_mlp_training_curves.html -
test.ipynb
" print(f\"Searching for: {query}\")\n",...raw.githubusercontent.com/codelibs/fess-testdata/master/files/notebooks/test.ipynb -
Hyperparameter — scikit-learn 1.8.0 docum...
in sorted ( params ): print ( f " { key } : { params [ key...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.Hyperparameter.html -
Various Agglomerative Clustering on a 2D embedd...
marker = f "$ { digit } $" , s...scikit-learn.org/stable/auto_examples/cluster/plot_digits_linkage.html