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Library for training machine learning models with privacy for training data

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Adds DP-FTRL via tree aggregation optimizer `DPFTRLTreeAggregationOptimizer`. Includes renaming of `frequency` parameter in restart_query.py to `period` to more more accurately reflect its purpose.

Changes `DPOptimizerClass` to generically accept and use any `dp_sum_query`. This enables creation of generic DPOptimizers by user's passing queries. The most common Gaussian query is automatically performed for convenience and...

When I install tensorflow-federated I end up with incompatible builds of numpy and pandas. Here's the main error from the stacktrace (full stack trace below). ``` from pandas._libs.interval import Interval...

Hello Community, I'm currently working on a project which requires me to include differential privacy. While I try to implement it using tf privacy, I become an error message: `...

When I try to run code for dplstm in tutorial, I can not find the dataset, I think my tf and corresponding tf_dataset is up to date. I am beginner...