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1.16. Probability calibration — scikit-learn 1....
(y_i - \hat{f}_i)^2\] subject to \(\hat{f}_i \geq \hat{f}_j\) whenever...: \[p(y_i = 1 | f_i) = \frac{1}{1 + \exp(A f_i + B)} \,,\] where...scikit-learn.org/stable/modules/calibration.html -
3.3. Metrics and scoring: quantifying the quali...
The F-measure ( \(F_\beta\) and \(F_1\) measures) can...score, also known as balanced F-score or F-measure. fbeta_score (y_true,...scikit-learn.org/stable/modules/model_evaluation.html -
sklearn.model_selection.RepeatedStratifiedKFold...
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.RepeatedStratifiedKFold.html -
Accelerate DevOps transformation with Elastic O...
Annotation API tail -f for your entire infrastructure...log monitoring is like tail -f across your entire application...www.elastic.co/observability/devops -
sklearn.model_selection.StratifiedShuffleSplit ...
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.StratifiedShuffleSplit.html -
sklearn.feature_selection.chi2 — scikit-learn 1...
See also f_classif ANOVA F-value between label/feature...for classification tasks. f_regression F-value between label/feature...scikit-learn.org/stable/modules/generated/sklearn.feature_selection.chi2.html -
sklearn.model_selection.GroupKFold — scikit-lea...
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.GroupKFold.html -
sklearn.feature_extraction.FeatureHasher — scik...
'run' : 5 }] >>> f = h . transform ( D ) >>> f . toarray () array([[..."bird" ]] >>> f = h . transform ( raw_X ) >>> f . toarray () array([[...scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.FeatureHasher.html -
sklearn.feature_selection.mutual_info_regressio...
Comparison of F-test and mutual information Comparison of F-test and...PLoS ONE 9(2), 2014. [ 4 ] L. F. Kozachenko, N. N. Leonenko, “Sample...scikit-learn.org/stable/modules/generated/sklearn.feature_selection.mutual_info_regression.html -
sklearn.model_selection.RepeatedKFold — scikit-...
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.RepeatedKFold.html