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Linear Regression Example — scikit-learn 1.5.0 ...
scatter ( diabetes_X_test , diabetes_y_test , color = "black" )...Split the data into training/testing sets diabetes_X_train = diabetes_X...scikit-learn.org/stable/auto_examples/linear_model/plot_ols.html -
Gradient Boosting regularization — scikit-learn...
X_test , y_train , y_test = train_test_split ( X ,...( X_test )): test_deviance [ i ] = 2 * log_loss ( y_test , y_proba...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_regularization.html -
MNIST classification using multinomial logistic...
X_test , y_train , y_test = train_test_split ( X ,...( X_train ) X_test = scaler . transform ( X_test ) # Turn up tolerance...scikit-learn.org/stable/auto_examples/linear_model/plot_sparse_logistic_regression_mnist.html -
Developers’ Tips and Tricks — scikit-learn 1.6....
sklearn/linear_model/tests/test_logistic.py::test_sparsify or use...instance,: pytest sklearn/tests/test_common.py -v -k LogisticRegression...scikit-learn.org/dev/developers/tips.html -
Comparing various online solvers — scikit-learn...
X_test , y_train , y_test = train_test_split ( X ,...( X_test ) yy_ . append ( 1 - np . mean ( y_pred == y_test ))...scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_comparison.html -
Caching nearest neighbors — scikit-learn 1.5.0 ...
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 -
Orthogonal Matching Pursuit — scikit-learn 1.5....
Train error vs Test error Train error vs Test error Feature agglomeration...scikit-learn.org/stable/auto_examples/linear_model/plot_omp.html -
5. Visualizations — scikit-learn 1.5.0 document...
X_test , y_train , y_test = train_test_split ( X ,...from_estimator ( svc , X_test , y_test ) The returned svc_disp...scikit-learn.org/stable/visualizations.html -
Detection error tradeoff (DET) curve — scikit-l...
X_test , y_train , y_test = train_test_split ( X ,...from_estimator ( clf , X_test , y_test , ax = ax_roc , name = name...scikit-learn.org/stable/auto_examples/model_selection/plot_det.html -
Comparing Nearest Neighbors with and without Ne...
X_test , y_train , y_test = train_test_split ( X ,...score = clf . score ( X_test , y_test ) _ , ax = plt . subplots...scikit-learn.org/stable/auto_examples/neighbors/plot_nca_classification.html