├── .gitignore ├── LICENSE ├── README.md ├── examples ├── cifar10_cnn_deepensemble.py ├── comparison-confidence-error-calibration-toy-regression.py ├── comparison-uncertainty-disentangle-two-moons.py ├── comparison-uncertainty-toy-regression.py ├── comparison-uncertainty-two-moons.py ├── deepensemble-x-pow-3.png ├── disentangling-uncertainty-regression.py ├── images │ ├── uncertainty-toy-regression.png │ └── uncertainty-two-moons.png ├── mnist_cnn_calibration.py ├── regression_deep-ensemble.py ├── regression_ensemble_gradtape.py ├── toy_regression_flipout.py └── toy_regression_variational.py ├── keras_uncertainty ├── __init__.py ├── backend │ ├── __init__.py │ ├── conv_utils.py │ ├── keras_backend.py │ └── tfkeras_backend.py ├── datasets.py ├── distributions │ ├── __init__.py │ ├── gaussian.py │ └── rademacher.py ├── layers │ ├── __init__.py │ ├── dropconnect_layers.py │ ├── flipout_layers.py │ ├── rbf_layers.py │ ├── stochastic_layers.py │ └── variational_layers.py ├── losses.py ├── metrics │ ├── __init__.py │ └── regression_numpy.py ├── models │ ├── DeepEnsembleClassifier.py │ ├── DeepEnsembleRegressor.py │ ├── DeepSubEnsembleClassifier.py │ ├── DeepSubEnsembleRegressor.py │ ├── SimpleEnsemble.py │ ├── __init__.py │ ├── disentangling.py │ ├── gradient_confidence.py │ └── stochastic_model.py └── utils │ ├── __init__.py │ ├── calibration.py │ ├── keras_metrics.py │ ├── numpy_metrics.py │ └── prediction.py ├── requirements.txt ├── setup.py └── tests ├── mcdropconnect_cifar10_uncertainty.py └── test_mcdropout.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mvaldenegro/keras-uncertainty/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mvaldenegro/keras-uncertainty/HEAD/LICENSE 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