Create README.md

Author: owruby

README.md

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+# Shake Drop regularization
+PyTorch implementation of shake-drop regularization.
+Author Torch implementations is [here](https://github.com/imenurok/ShakeDrop).
+
+## Dependencies
+- python 3.5+
+- PyTorch 1.0.0
+
+## Accuracy
+
+### CIFAR-100
+|Model|Method|Level|Alpha|Beta|This implementaion |Paper|
+|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
+|PyramidNet|ShakeDrop|Batch|[-1, 1]|[0, 1]|83.90|83.78|
+
+![CIFAR-100](cifar100.png)
+
+## Train PyramidNet(depth=110, alpha=270) with shake-drop for CIFAR-100
+```bash
+python train.py --epochs 300 --batch_size 128 --label 100 --lr 0.5 --depth 110 --alpha 270 --snapshot_interval 10
+```
+
+## References
+Yoshihiro Yamada, Masakazu Iwamura, Koichi Kise. "ShakeDrop regularization"
+[ICLR2017 OpenReview](https://openreview.net/forum?id=S1NHaMW0b)
+
+Yoshihiro Yamada, Masakazu Iwamura, Takuya Akiba, Koichi Kise. "
+ShakeDrop Regularization for Deep Residual Learning"
+[arXiv:1802.02375v2](https://arxiv.org/abs/1802.02375)
+