Update app.py

app.py

@@ -72,11 +72,16 @@ with gr.Blocks(theme=theme, css=css) as demo:
 
     """)    
 
-    # Text-to-Image Clothing Designer
+    # Product Recommendation using Image Similarity
     gr.Markdown("""
     ---
     ## Product Recommendation using Image Similarity <a name="3"></a>
     ![image/png](https://cdn-uploads.huggingface.co/production/uploads/648a824a8ca6cf9857d1349c/TGXqlGWDiAsw1Fp75lfrk.png)
+    Recommend products that look most similar to the preference products that have already been clicked. [Read more](https://huggingface.co/blog/tonyassi/product-recommendation-using-image-similarity)
+
+    [![Hugging Face Spaces](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-blue)](https://huggingface.co/spaces/tonyassi/product-recommendation)
+
+    [![Github](https://img.shields.io/badge/Github-Repo-blue)](https://github.com/TonyAssi/product-recommendation/tree/main)
     
     ---
     ## Text-to-Image Clothing Designer <a name="4"></a>