deephyper.ensemble

deephyper.ensembleΒΆ

The ensemble module provides a way to build ensembles of checkpointed deep neural networks from tensorflow.keras, with .h5 format, to regularize and boost predictive performance as well as estimate better uncertainties.

Classes

BaggingEnsembleClassifier

Ensemble for classification based on uniform averaging of the predictions of each members.

BaggingEnsembleRegressor

Ensemble for regression based on uniform averaging of the predictions of each members.

BaseEnsemble

Base class for ensembles, every new ensemble algorithms needs to extend this class.

UQBaggingEnsembleClassifier

Ensemble with uncertainty quantification for classification based on uniform averaging of the predictions of each members.

UQBaggingEnsembleRegressor

Ensemble with uncertainty quantification for regression based on uniform averaging of the predictions of each members.