Update README.md

Author: rasbt

README.md

@@ -292,7 +292,7 @@ Please note that the following notebooks below provide reference implementations
 
 | Title                      | Dataset | Description | Notebooks                                                    |
 | -------------------------- | ------- | ----------- | ------------------------------------------------------------ |
-| AutoAugment for Image Data | CIFAR-10     | Trains a ResNet-18 using AutoAugment         | [![PyTorch Lightning](https://img.shields.io/badge/PyTorch-Lightning-blueviolet)](pytorch-lightning_ipynb/data-augumentation/autoaugment/) |
+| AutoAugment for Image Data | CIFAR-10     | Trains a ResNet-18 using AutoAugment         | [![PyTorch Lightning](https://img.shields.io/badge/PyTorch-Lightning-blueviolet)](./pytorch-lightning_ipynb/data-augmentation/autoaugment) |