Computation times#

02:38.464 total execution time for 22 files from all galleries:

Example

Time

Mem (MB)

Fitting model on imbalanced datasets and how to fight bias (../examples/applications/plot_impact_imbalanced_classes.py)

02:00.982

755.4

Bagging classifiers using sampler (../examples/ensemble/plot_bagging_classifier.py)

00:37.482

275.9

How to use sampling_strategy in imbalanced-learn (../examples/api/plot_sampling_strategy_usage.py)

00:00.000

0.0

Multiclass classification with under-sampling (../examples/applications/plot_multi_class_under_sampling.py)

00:00.000

0.0

Customized sampler to implement an outlier rejections estimator (../examples/applications/plot_outlier_rejections.py)

00:00.000

0.0

Benchmark over-sampling methods in a face recognition task (../examples/applications/plot_over_sampling_benchmark_lfw.py)

00:00.000

0.0

Example of topic classification in text documents (../examples/applications/plot_topic_classication.py)

00:00.000

0.0

Porto Seguro: balancing samples in mini-batches with Keras (../examples/applications/porto_seguro_keras_under_sampling.py)

00:00.000

0.0

Compare sampler combining over- and under-sampling (../examples/combine/plot_comparison_combine.py)

00:00.000

0.0

Create an imbalanced dataset (../examples/datasets/plot_make_imbalance.py)

00:00.000

0.0

Compare ensemble classifiers using resampling (../examples/ensemble/plot_comparison_ensemble_classifier.py)

00:00.000

0.0

Evaluate classification by compiling a report (../examples/evaluation/plot_classification_report.py)

00:00.000

0.0

Metrics specific to imbalanced learning (../examples/evaluation/plot_metrics.py)

00:00.000

0.0

Distribute hard-to-classify datapoints over CV folds (../examples/model_selection/plot_instance_hardness_cv.py)

00:00.000

0.0

Plotting Validation Curves (../examples/model_selection/plot_validation_curve.py)

00:00.000

0.0

Compare over-sampling samplers (../examples/over-sampling/plot_comparison_over_sampling.py)

00:00.000

0.0

Sample generator used in SMOTE-like samplers (../examples/over-sampling/plot_illustration_generation_sample.py)

00:00.000

0.0

Effect of the shrinkage factor in random over-sampling (../examples/over-sampling/plot_shrinkage_effect.py)

00:00.000

0.0

Usage of pipeline embedding samplers (../examples/pipeline/plot_pipeline_classification.py)

00:00.000

0.0

Compare under-sampling samplers (../examples/under-sampling/plot_comparison_under_sampling.py)

00:00.000

0.0

Sample selection in NearMiss (../examples/under-sampling/plot_illustration_nearmiss.py)

00:00.000

0.0

Illustration of the definition of a Tomek link (../examples/under-sampling/plot_illustration_tomek_links.py)

00:00.000

0.0