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Commits on Aug 16, 2020

• Bump version number.

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  galenmandrew

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Commits on Aug 13, 2020

• Add DP-enabled version of DNNClassifier.

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  schien1729

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• Update Keras tutorial in light of recent changes to Keras Optimizer.

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  schien1729

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Commits on Aug 12, 2020

• Replaces predict with predict_proba.

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• Make validation that labels are integers.

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• Make sklearn classifiers in parallel.

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• Add derive_metrics function to DPQuery.

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  galenmandrew

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Commits on Aug 11, 2020

• Consistent string formatting.

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• Simple ROC curve plotting for membership inference attack results.

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• Refactor of common functions in binary and multiclass heads.

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• Add DP-enabled binary-class head and multi-class heads for Estimator.

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Commits on Aug 10, 2020

• The new API for the membership inference attack.

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• Internal change.

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Commits on Aug 7, 2020

• Internal change.

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Commits on Aug 6, 2020

• Automated rollback of commit 5433436

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• Change GaussianSumQuery to not convert hyperparameters from Python numbers to Tensors.

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• Internal change.

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• Internal change.

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• Adds a Keras optimizer version of DP-SGD. New optimizers are subclasses of tf.keras.optimizers.Optimizer and override both _compute_gradients and get_gradients.

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Commits on Aug 5, 2020

• [tfds] Fix tfds.as_numpy which now returns a reusable iterable.

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Commits on Aug 3, 2020

• Internal change.

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• Internal change.

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Commits on Jul 30, 2020

• Allow loss to be passed as a Tensor to Optimizer.minimize

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• A callback and a function to be called in the end of training for keras to perform membership inference attack.

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• Internal change.

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Commits on Jul 24, 2020

• Internal change.

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Commits on Jul 23, 2020

• A separate tensorboard function.

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Commits on Jul 22, 2020

• Added support for Keras optimizers and serialization.

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Commits on Jul 20, 2020

• Enable optimizers to handle variables whose gradients are None.

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  schien1729

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Commits on Jul 17, 2020

• Fix import of tutorials common module.

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  schien1729

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• Internal change.

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• Internal change.

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• Internal change.

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Commits on Jul 16, 2020

• A training hook and a function to be called in the end of training for tf estimator to perform membership inference attack.

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  shs037

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Commits on Jul 14, 2020

• Add SumAggregationDPQuery to top-level symbols.

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