diff --git a/README.md b/README.md
index 9be71dd..409d8ef 100644
--- a/README.md
+++ b/README.md
@@ -54,9 +54,9 @@ Required libraries for Python along with their version numbers used while making
tqdm - 4.28.1
-Flickr8k Dataset: Dataset Request Form
+**Flickr8k Dataset:** [Dataset Request Form](https://forms.illinois.edu/sec/1713398)
-UPDATE (April/2019): 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:
- Flickr8k_Dataset
@@ -64,7 +64,7 @@ Required libraries for Python along with their version numbers used while making
Download Link Credits: Jason Brownlee
-Important: 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