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Roadmap — scikit-learn 1.6.0 documentation
data by implementing a common test. An amputation sample generator...Improve scikit-learn common tests suite to make sure that (at...scikit-learn.org/stable/roadmap.html -
DetCurveDisplay — scikit-learn 1.6.0 documentation
X_test , y_train , y_test = train_test_split ( ......X_train , X_test , y_train , y_test = train_test_split ( ......scikit-learn.org/stable/modules/generated/sklearn.metrics.DetCurveDisplay.html -
Early stopping in Gradient Boosting — scikit-le...
y_val = train_test_split ( X , y , test_size = 0.2 , random_state...sklearn.model_selection import train_test_split data = fetch_california_housing...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_early_stopping.html -
Early stopping of Stochastic Gradient Descent —...
y_train ) test_score = estimator . score ( X_test , y_test ) return...X_train , X_test , y_train , y_test = train_test_split ( X ,...scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_early_stopping.html -
Caching nearest neighbors — scikit-learn 1.6.0 ...
cv_results_ [ "mean_test_score" ], yerr = grid_model...grid_model . cv_results_ [ "std_test_score" ], ) axes [ 0 ] . set ( xlabel...scikit-learn.org/stable/auto_examples/neighbors/plot_caching_nearest_neighbors.html -
OneClassSVM — scikit-learn 1.6.0 documentation
n_features) or (n_samples_test, n_samples_train) For kernel=”precomputed”,...expected shape of X is (n_samples_test, n_samples_train). Returns :...scikit-learn.org/stable/modules/generated/sklearn.svm.OneClassSVM.html -
Comparing random forests and the multi-output m...
X_test , y_train , y_test = train_test_split ( X ,...predict ( X_test ) y_rf = regr_rf . predict ( X_test ) # Plot the...scikit-learn.org/stable/auto_examples/ensemble/plot_random_forest_regression_multioutput.html -
Features in Histogram Gradient Boosting Trees —...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...train_test_split ( X , y , test_size = 0.4 , shuffle = False ) print...scikit-learn.org/stable/auto_examples/ensemble/plot_hgbt_regression.html -
LeaveOneGroupOut — scikit-learn 1.6.0 documenta...
f " Test: index= { test_index } , group= { groups [ test_index...indices for that split. test ndarray The testing set indices for that...scikit-learn.org/stable/modules/generated/sklearn.model_selection.LeaveOneGroupOut.html -
MLPClassifier — scikit-learn 1.6.0 documentation
X_test , y_train , y_test = train_test_split ( X ,...1]) >>> clf . score ( X_test , y_test ) 0.8... fit ( X , y ) [source]...scikit-learn.org/stable/modules/generated/sklearn.neural_network.MLPClassifier.html