Update README.md

README.md

@@ -1,3 +1,21 @@
 ---
 license: mit
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+# Dog Emotions Dataset
+This is a dataset of images of dogs with happy and sad faces; as simple as that. Use it train vision classifiers for happy and sad dogs. It comes already split into training and test datasets. Moreover, the labels can be infered from the file structure:
+```
+dog_emotions_dataset/
+└── images/
+    ├── train/
+    │   ├── happy/
+    │   │   ├── ed4QZAil6U779pL3ZndRNLvqxF2gMU890.jpg
+    │   │   ├── r5J1n5FFdTDAokesz72rKJQRJq3Ktn42.jpg
+    │   │   ├── efuF5XwayrlqgUVIXtDAkDHKJce4xG629.jpg
+    │   │   ├── rAawLrHoK1Cjvn2Os5jpM6uIZPNLMe114.jpg
+    │   │   ├── eghaZlxykdiy5GEaNnmZvdoc39QFXf35.jpg 
+    │   │   └── ...
+    │   └── sad/
+    └── test/
+        ├── happy/
+        └── sad/
+```