.. _api_description: === API === This is the full API documentation of the `mlresearch` package. :mod:`mlresearch` ----------------- .. automodule:: mlresearch :no-members: :no-inherited-members: .. currentmodule:: mlresearch .. autosummary:: :toctree: _generated/ :template: function.rst show_versions :mod:`mlresearch.active_learning` --------------------------------- .. automodule:: mlresearch.active_learning :no-members: :no-inherited-members: .. currentmodule:: mlresearch .. autosummary:: :toctree: _generated/ :template: class.rst active_learning.StandardAL active_learning.AugmentationAL :mod:`mlresearch.datasets` -------------------------- .. automodule:: mlresearch.datasets :no-members: :no-inherited-members: .. currentmodule:: mlresearch .. autosummary:: :toctree: _generated/ :template: class.rst datasets.BinaryDatasets datasets.ImbalancedBinaryDatasets datasets.ContinuousCategoricalDatasets datasets.MultiClassDatasets datasets.RemoteSensingDatasets :mod:`mlresearch.latex` ----------------------- .. automodule:: mlresearch.latex :no-members: :no-inherited-members: .. currentmodule:: mlresearch .. autosummary:: :toctree: _generated/ :template: function.rst latex.format_table latex.make_bold latex.make_mean_sem_table latex.export_longtable :mod:`mlresearch.metrics` ------------------------- .. automodule:: mlresearch.metrics :no-members: :no-inherited-members: .. currentmodule:: mlresearch .. autosummary:: :toctree: _generated/ :template: function.rst metrics.get_scorer metrics.get_scorer_names metrics.geometric_mean_score_macro metrics.precision_at_k metrics.area_under_learning_curve metrics.data_utilization_rate .. autosummary:: :toctree: _generated/ :template: class.rst metrics.ALScorer metrics.AlphaPrecision metrics.BetaRecall metrics.Authenticity :mod:`mlresearch.model_selection` --------------------------------- .. automodule:: mlresearch.model_selection :no-members: :no-inherited-members: .. currentmodule:: mlresearch .. autosummary:: :toctree: _generated/ :template: class.rst model_selection.ModelSearchCV model_selection.HalvingModelSearchCV :mod:`mlresearch.neural_network` -------------------------------- .. automodule:: mlresearch.neural_network :no-members: :no-inherited-members: .. currentmodule:: mlresearch .. autosummary:: :toctree: _generated/ :template: class.rst neural_network.OneClassMLP :mod:`mlresearch.preprocessing` ------------------------------- .. automodule:: mlresearch.preprocessing :no-members: :no-inherited-members: .. currentmodule:: mlresearch .. autosummary:: :toctree: _generated/ :template: class.rst preprocessing.PipelineEncoder :mod:`mlresearch.synthetic_data` -------------------------------- .. automodule:: mlresearch.synthetic_data :no-members: :no-inherited-members: .. currentmodule:: mlresearch .. autosummary:: :toctree: _generated/ :template: class.rst synthetic_data.GeometricSMOTE synthetic_data.OverSamplingAugmentation :mod:`mlresearch.utils` ----------------------- .. automodule:: mlresearch.utils :no-members: :no-inherited-members: .. currentmodule:: mlresearch .. autosummary:: :toctree: _generated/ :template: function.rst utils.image_to_dataframe utils.dataframe_to_image utils.load_datasets utils.check_pipelines utils.check_pipelines_wrapper utils.check_random_states utils.set_matplotlib_style utils.list_available_fonts utils.display_available_fonts utils.feature_to_color utils.parallel_loop utils.generate_paths