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Add update about new vectorized TF 2 optimizer to README.md

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Steve Chien 2020-12-28 15:31:55 -08:00 committed by A. Unique TensorFlower
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@ -9,6 +9,16 @@ The TensorFlow Privacy library is under continual development, always welcoming
contributions. In particular, we always welcome help towards resolving the contributions. In particular, we always welcome help towards resolving the
issues currently open. issues currently open.
## Latest Updates
2020-12-21: A new
[vectorized version of the TF 2 optimizer](https://github.com/tensorflow/privacy/blob/master/tensorflow_privacy/privacy/optimizers/dp_optimizer_keras_vectorized.py)
is available, which can deliver much faster performance. We recommend trying it
first, and to fall back to using the original non-vectorized version only if
this fails. We are thankful to the
[authors of this paper](https://arxiv.org/abs/2010.09063) for spurring this
change.
## Setting up TensorFlow Privacy ## Setting up TensorFlow Privacy
### Dependencies ### Dependencies