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Update README.md
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## What's New
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## What's New
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### Jan 11, 2020
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* Master may be a bit unstable wrt to training, these changes have been tested but not all combos
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* Implementations of AugMix added to existing RA and AA. Including numerous suporting pieces like JSD loss (Jensen-Shannon Divergence + CE), and AugMixDataset
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* SplitBatchNorm adaptation layer added for implementing Auxiliary BN as per AdvProp paper
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* Training results with AugMix and related command lines coming soon...
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### Jan 3, 2020
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### Jan 3, 2020
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* Add RandAugment trained EfficientNet-B0 weight with 77.7 top-1. Trained by [Michael Klachko](https://github.com/michaelklachko) with this code and recent hparams (see Training section)
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* Add RandAugment trained EfficientNet-B0 weight with 77.7 top-1. Trained by [Michael Klachko](https://github.com/michaelklachko) with this code and recent hparams (see Training section)
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* Add `avg_checkpoints.py` script for post training weight averaging and update all scripts with header docstrings and shebangs.
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* Add `avg_checkpoints.py` script for post training weight averaging and update all scripts with header docstrings and shebangs.
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