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Styling changes, fix typo #6

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6 changes: 3 additions & 3 deletions README.md
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Expand Up @@ -54,17 +54,17 @@ Required libraries for Python along with their version numbers used while making
<li>tqdm - 4.28.1</li>
</ul>

<strong>Flickr8k Dataset:</strong> <a href="https://forms.illinois.edu/sec/1713398">Dataset Request Form</a>
**Flickr8k Dataset:** [Dataset Request Form](https://forms.illinois.edu/sec/1713398)

<strong>UPDATE (April/2019):</strong> The official site seems to have been taken down (although the form still works). Here are some direct download links:
**UPDATE (April/2019):** The official site seems to have been taken down (although the form still works). Here are some direct download links:

<ul type="square">
<li><a href="https://github.com/jbrownlee/Datasets/releases/download/Flickr8k/Flickr8k_Dataset.zip">Flickr8k_Dataset</a></li>
<li><a href="https://github.com/jbrownlee/Datasets/releases/download/Flickr8k/Flickr8k_text.zip">Flickr8k_text</a></li>
Download Link Credits:<a href="https://machinelearningmastery.com/develop-a-deep-learning-caption-generation-model-in-python/"> Jason Brownlee</a>
</ul>

<strong>Important:</strong> After downloading the dataset, put the reqired files in train_val_data folder
**Important:** After downloading the dataset, put the required files in `train_val_data` folder

## 2. Training parameters and results

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