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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
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
### Dependencies