Update app.py

app.py

@@ -76,7 +76,36 @@ def gradio_text_search(text):
 # 5. Build Gradio App
 # -----------------------------
 with gr.Blocks() as demo:
-    gr.Markdown("# 🐾 Animal Similarity Finder\nUpload an image or enter a text description.")
+    gr.Markdown("""
+# 🐾 Animal Similarity Finder
+
+Welcome! This app allows you to find animals that look visually similar using image and text embeddings.
+
+ How it works
+- The model uses **CLIP embeddings** to compare your input with a database of animal images.
+- It returns the **Top 3 most similar images** from the Animals-10 dataset.
+
+Image Search
+Upload a picture of an animal (dog, cat, spider, butterfly, horse, etc.).  
+The app will analyze the image and show you the 3 closest matches based on **visual similarity**.
+
+Text Search
+Type a description like:
+- **"pet"** → finds dogs & cats  
+- **"bug"** → finds spiders  
+- **"farm animal"** → finds sheep, cows, horses  
+- **"bird"** → finds chickens  
+
+The model converts your text into an embedding and returns the 3 images most related to your description.
+
+ Behind the scenes
+- Embeddings generated with **CLIP (ViT-B/32)**  
+- Similarity is computed using **cosine similarity**  
+- All embeddings are precomputed for speed
+
+Enjoy exploring the animal dataset! 🐶🐱🐴🦋🕷️
+""")
+
 
     with gr.Tab("Image Search"):
         img_in = gr.Image(type="pil")