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11. Common pitfalls and recommended practices &...
accuracy: { scores . mean () : .2f } +/- { scores . std () : .2f...result in overly optimistic scores. Conversely, the transform...scikit-learn.org/stable/common_pitfalls.html -
Semi-supervised Classification on a Text Datase...
model performance and return F1 score""" print ( f...f " Micro-averaged F1 score on test set: { f1 : .3f } "...scikit-learn.org/stable/auto_examples/semi_supervised/plot_semi_supervised_newsgroups.html -
3. Model selection and evaluation — sciki...
Which scoring function should I use? 3.4.2. Scoring API overview...selection 3.1.5. Permutation test score 3.2. Tuning the hyper-parameters...scikit-learn.org/stable/model_selection.html -
label_ranking_average_precision_score — s...
Returns : score float Ranking-based average precision score. Examples...vs. total labels with lower score. This metric is used in multilabel...scikit-learn.org/stable/modules/generated/sklearn.metrics.label_ranking_average_precision_score.html -
ElasticNet — scikit-learn 1.8.0 documenta...
Notes The \(R^2\) score used when calling score on a regressor uses...(n_samples,) Returns predicted values. score ( X , y , sample_weight = None...scikit-learn.org/stable/modules/generated/sklearn.linear_model.ElasticNet.html -
explained_variance_score — scikit-learn 1...
variance regression score function. Best possible score is 1.0, lower...Explained Variance score is similar to the R^2 score , but the former...scikit-learn.org/stable/modules/generated/sklearn.metrics.explained_variance_score.html -
permutation_importance — scikit-learn 1.8...
If scoring represents a single score, one can use:...criterion is used. If scoring represents multiple scores, one can use:...scikit-learn.org/stable/modules/generated/sklearn.inspection.permutation_importance.html -
homogeneity_completeness_v_measure — scik...
completeness and V-Measure scores at once. Those metrics are...elements of the same cluster. Both scores have positive values between...scikit-learn.org/stable/modules/generated/sklearn.metrics.homogeneity_completeness_v_measure.html -
ElasticNetCV — scikit-learn 1.8.0 documen...
Notes The \(R^2\) score used when calling score on a regressor uses...giving the best prediction score is used. Note that a good choice...scikit-learn.org/stable/modules/generated/sklearn.linear_model.ElasticNetCV.html -
Lagged features for time series forecasting ...
1f } " ) return scores scoring = { "MAPE" :...X , y , cv = ts_cv , scoring = scoring , n_jobs = 2 , ) time...scikit-learn.org/stable/auto_examples/applications/plot_time_series_lagged_features.html