.. _sphx_glr_api_reference: API and modules =============== Main module :py:mod:`skada` --------------------------- .. currentmodule:: skada .. automodule:: skada :no-members: :no-inherited-members: Sample reweighting DA methods ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ .. .. autosummary:: .. :toctree: gen_modules/ .. :template: function.rst .. DensityReweight .. GaussianReweight .. DiscriminatorReweight .. KLIEPReweight .. NearestNeighborReweight .. MMDTarSReweight DAEstimators with adapters (Pipeline): .. autosummary:: :toctree: gen_modules/ :template: function.rst DensityReweight GaussianReweight DiscriminatorReweight KLIEPReweight NearestNeighborReweight MMDTarSReweight KMMReweight Adapters: .. autosummary:: :toctree: gen_modules/ :template: class.rst DensityReweightAdapter GaussianReweightAdapter DiscriminatorReweightAdapter KLIEPReweightAdapter NearestNeighborReweightAdapter MMDTarSReweightAdapter KMMReweightAdapter Sample mapping and alignment DA methods ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ DAEstimators with adapters (Pipeline): .. autosummary:: :toctree: gen_modules/ :template: function.rst SubspaceAlignment TransferComponentAnalysis TransferJointMatching CORAL OTMapping EntropicOTMapping ClassRegularizerOTMapping LinearOTMapping MMDLSConSMapping Adapters: .. autosummary:: :toctree: gen_modules/ :template: function.rst SubspaceAlignmentAdapter TransferComponentAnalysisAdapter TransferJointMatchingAdapter TransferSubspaceLearning CORALAdapter OTMappingAdapter EntropicOTMappingAdapter ClassRegularizerOTMappingAdapter LinearOTMappingAdapter MMDLSConSMappingAdapter Other DA methods ^^^^^^^^^^^^^^^^ .. autosummary:: :toctree: gen_modules/ :template: function.rst JDOTRegressor DASVMClassifier DA pipeline ^^^^^^^^^^^ .. autosummary:: :toctree: gen_modules/ :template: function.rst make_da_pipeline .. autosummary:: :toctree: gen_modules/ :template: class.rst Shared PerDomain SelectSource SelectTarget Utilities ^^^^^^^^^ .. autosummary:: :toctree: gen_modules/ :template: function.rst source_target_split per_domain_split Deep learning DA :py:mod:`skada.deep`: ---------------------------------------- .. currentmodule:: skada.deep .. automodule:: skada.deep :no-members: :no-inherited-members: Deep learning DA methods ^^^^^^^^^^^^^^^^^^^^^^^^ .. autosummary:: :toctree: gen_modules/ :template: function.rst DeepCoral DeepJDOT DANN CDAN MCC CAN MDD SKADA deep learning DA losses ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ .. autosummary:: :toctree: gen_modules/ :template: class.rst DeepCoralLoss DeepJDOTLoss DANLoss CDANLoss MCCLoss CANLoss MDDLoss Torch compatible DA losses in :py:mod:`skada.deep.losses` ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ .. currentmodule:: skada.deep.losses .. automodule:: skada.deep.losses :no-members: :no-inherited-members: .. autosummary:: :toctree: gen_modules/ :template: function.rst dan_loss deepcoral_loss deepjdot_loss mcc_loss cdd_loss DA metrics :py:mod:`skada.metrics` ---------------------------------- .. currentmodule:: skada.metrics .. automodule:: skada.metrics :no-members: :no-inherited-members: .. autosummary:: :toctree: gen_modules/ :template: class.rst SupervisedScorer ImportanceWeightedScorer PredictionEntropyScorer DeepEmbeddedValidation SoftNeighborhoodDensity CircularValidation MixValScorer MaNoScorer Model Selection :py:mod:`skada.model_selection` ----------------------------------------------- .. currentmodule:: skada.model_selection .. automodule:: skada.model_selection :no-members: :no-inherited-members: .. autosummary:: :toctree: gen_modules/ :template: class.rst SourceTargetShuffleSplit DomainShuffleSplit StratifiedDomainShuffleSplit LeaveOneDomainOut Datasets :py:mod:`skada.datasets` --------------------------------- .. currentmodule:: skada.datasets .. automodule:: skada.datasets :no-members: :no-inherited-members: .. autosummary:: :toctree: gen_modules/ :template: function.rst make_shifted_blobs make_shifted_datasets make_dataset_from_moons_distribution make_variable_frequency_dataset Utilities :py:mod:`skada.utils` -------------------------------- .. currentmodule:: skada.utils .. automodule:: skada.utils :no-members: :no-inherited-members: .. autosummary:: :toctree: gen_modules/ :template: function.rst check_X_y_domain extract_source_indices extract_domains_indices source_target_merge