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update README
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Luolc committed Feb 20, 2019
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Expand Up @@ -55,9 +55,9 @@ See Appendix G of the paper for more details.

Thanks to the awesome work by the GitHub team and the Jupyter team, the Jupyter notebook (`.ipynb`)
files can render directly on GitHub.
We provide several notebooks (like [this one](./demos/cifar10/visualization.ipynb)) for you to
easily get the usage of the optimizer.
We also want to illustrate the robust performance of AdaBound through these examples.
We provide several notebooks (like [this one](./demos/cifar10/visualization.ipynb)) for better
visualization.
We hope to illustrate the robust performance of AdaBound through these examples.

For the full list of demos, please refer to [this page](./demos).

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