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Post-tuning the decision threshold for cost-sen...
the business metric: print ( f "Business defined metric: { scoring...( X_train , y_train ) print ( f " { tuned_model . best_threshold_...scikit-learn.org/stable/auto_examples/model_selection/plot_cost_sensitive_learning.html -
SGD: convex loss functions — scikit-learn 1.5.2...
"Decision function $f(x)$" ) plt . ylabel ( "$L(y=1, f(x))$" ) plt ....scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_loss_functions.html -
Statistical comparison of models using grid sea...
AUC scores across folds print ( f "Correlation of models: \n { model_scores..., n_train , n_test ) print ( f "Corrected t-value: { t_stat :...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_stats.html -
Plotting Learning Curves and Checking Models’ S...
set_title ( f "Learning Curve for { estimator...[ 0 , ax_idx ] . set_title ( f "Scalability of the { estimator...scikit-learn.org/stable/auto_examples/model_selection/plot_learning_curve.html -
Release Highlights for scikit-learn 1.5 — sciki...
5" ) print ( f "Custom score: { custom_score...custom_scorer ) . fit ( X , y ) print ( f "Tuned decision threshold: { tuned_classifier...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_5_0.html -
Cython Best Practices, Conventions and Knowledg...
parse f-strings with {var=} expressions, e.g. print ( f "{test_val=}"...scikit-learn.org/dev/developers/cython.html -
API Reference — scikit-learn 1.5.2 documentation
feature_selection f_classif Compute the ANOVA F-value for the provided...score, also known as balanced F-score or F-measure. sklearn.metrics...scikit-learn.org/stable/api/index.html -
LeaveOneOut — scikit-learn 1.5.2 documentation
print ( f "Fold { i } :" ) ... print ( f " Train: index=...train_index } " ) ... print ( f " Test: index= { test_index }...scikit-learn.org/stable/modules/generated/sklearn.model_selection.LeaveOneOut.html -
PredefinedSplit — scikit-learn 1.5.2 documentation
print ( f "Fold { i } :" ) ... print ( f " Train: index=...train_index } " ) ... print ( f " Test: index= { test_index }...scikit-learn.org/stable/modules/generated/sklearn.model_selection.PredefinedSplit.html -
Release Highlights for scikit-learn 1.1 — sciki...
H print ( f "relative reconstruction error: " , f " { np . sum...max_iter = 50 ) hist_quantiles = { f "quantile= { quantile : .2f }...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_1_0.html